Advances in neural information processing systems 2
A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Machine Learning
An Experimental and Theoretical Comparison of Model SelectionMethods
Machine Learning - Special issue on the eighth annual conference on computational learning theory, (COLT '95)
Discovering informative patterns and data cleaning
Advances in knowledge discovery and data mining
Selection of relevant features and examples in machine learning
Artificial Intelligence - Special issue on relevance
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
What Size Test Set Gives Good Error Rate Estimates?
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nonlinear component analysis as a kernel eigenvalue problem
Neural Computation
Multicategory Classification by Support Vector Machines
Computational Optimization and Applications - Special issue on computational optimization—a tribute to Olvi Mangasarian, part I
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Feature Selection via Concave Minimization and Support Vector Machines
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Sparse Greedy Matrix Approximation for Machine Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Feature Selection and Dualities in Maximum Entropy Discrimination
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
Feature Selection Via Mathematical Programming
INFORMS Journal on Computing
A Kernel Approach for Learning from almost Orthogonal Patterns
ECML '02 Proceedings of the 13th European Conference on Machine Learning
A Kernel Approach for Learning from Almost Orthogonal Patterns
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Rule Induction for Classification of Gene Expression Array Data
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Signal Processing - Special issue: Genomic signal processing
Machine Learning
Cancer classification using gene expression data
Information Systems - Special issue: Data management in bioinformatics
CSB '03 Proceedings of the IEEE Computer Society Conference on Bioinformatics
An accelerated procedure for recursive feature ranking on microarray data
Neural Networks - 2003 Special issue: Advances in neural networks research IJCNN'03
An introduction to variable and feature selection
The Journal of Machine Learning Research
Dimensionality reduction via sparse support vector machines
The Journal of Machine Learning Research
An extensive empirical study of feature selection metrics for text classification
The Journal of Machine Learning Research
Variable selection using svm based criteria
The Journal of Machine Learning Research
Ranking a random feature for variable and feature selection
The Journal of Machine Learning Research
Use of the zero norm with linear models and kernel methods
The Journal of Machine Learning Research
Multidimensional support vector machines for visualization of gene expression data
Proceedings of the 2004 ACM symposium on Applied computing
Improving classification of microarray data using prototype-based feature selection
ACM SIGKDD Explorations Newsletter
Genetic Programming and Evolvable Machines
A rank sum test method for informative gene discovery
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
A pitfall and solution in multi-class feature selection for text classification
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Feature subset selection for learning preferences: a case study
ICML '04 Proceedings of the twenty-first international conference on Machine learning
A theoretical characterization of linear SVM-based feature selection
ICML '04 Proceedings of the twenty-first international conference on Machine learning
SVM-Based feature selection of latent semantic features
Pattern Recognition Letters
A Bayesian Approach to Joint Feature Selection and Classifier Design
IEEE Transactions on Pattern Analysis and Machine Intelligence
Classification and knowledge discovery in protein databases
Journal of Biomedical Informatics - Special issue: Biomedical machine learning
Cancer classification and prediction using logistic regression with Bayesian gene selection
Journal of Biomedical Informatics - Special issue: Biomedical machine learning
Comparison of character-level and part of speech features for name recognition in biomedical texts
Journal of Biomedical Informatics - Special issue: Named entity recognition in biomedicine
Variable selection and ranking for analyzing automobile traffic accident data
Proceedings of the 2005 ACM symposium on Applied computing
Using recursive classification to discover predictive features
Proceedings of the 2005 ACM symposium on Applied computing
Extraction of informative genes from microarray data
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Semisupervised Learning for Molecular Profiling
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Data Mining for Case-Based Reasoning in High-Dimensional Biological Domains
IEEE Transactions on Knowledge and Data Engineering
Analysis of recursive feature elimination methods
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Feature Subset Selection and Feature Ranking for Multivariate Time Series
IEEE Transactions on Knowledge and Data Engineering
Localization Site Prediction for Membrane Proteins by Integrating Rule and SVM Classification
IEEE Transactions on Knowledge and Data Engineering
Semantic image classification with hierarchical feature subset selection
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
A brain computer interface with online feedback based on magnetoencephalography
ICML '05 Proceedings of the 22nd international conference on Machine learning
Stability of Feature Selection Algorithms
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Stability of Feature Selection Algorithms
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
KDX: An Indexer for Support Vector Machines
IEEE Transactions on Knowledge and Data Engineering
Feature Selection using Fuzzy Support Vector Machines
Fuzzy Optimization and Decision Making
IEEE Intelligent Systems
Signal Processing - Neuronal coordination in the brain: A signal processing perspective
Generalized spectral bounds for sparse LDA
ICML '06 Proceedings of the 23rd international conference on Machine learning
The support vector decomposition machine
ICML '06 Proceedings of the 23rd international conference on Machine learning
Feature subset selection bias for classification learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
Random subspace method for multivariate feature selection
Pattern Recognition Letters
Data complexity assessment in undersampled classification of high-dimensional biomedical data
Pattern Recognition Letters
Significance of Gene Ranking for Classification of Microarray Samples
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Feature Subset Selection and Ranking for Data Dimensionality Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
Multi-class feature selection for texture classification
Pattern Recognition Letters
Computational Statistics & Data Analysis
Variable selection in kernel Fisher discriminant analysis by means of recursive feature elimination
Computational Statistics & Data Analysis
Computational Statistics & Data Analysis
FS_SFS: A novel feature selection method for support vector machines
Pattern Recognition
An efficient k nearest neighbor search for multivariate time series
Information and Computation
A penalized criterion for variable selection in classification
Journal of Multivariate Analysis
Analysis of SVM regression bounds for variable ranking
Neurocomputing
Credit scoring with a data mining approach based on support vector machines
Expert Systems with Applications: An International Journal
Selection of relevant genes in cancer diagnosis based on their prediction accuracy
Artificial Intelligence in Medicine
On Bayesian classification with Laplace priors
Pattern Recognition Letters
Feature selection for the SVM: An application to hypertension diagnosis
Expert Systems with Applications: An International Journal
Learning Coordinate Covariances via Gradients
The Journal of Machine Learning Research
Estimation of Gradients and Coordinate Covariation in Classification
The Journal of Machine Learning Research
A Stochastic Algorithm for Feature Selection in Pattern Recognition
The Journal of Machine Learning Research
Consistent Feature Selection for Pattern Recognition in Polynomial Time
The Journal of Machine Learning Research
Margin Trees for High-dimensional Classification
The Journal of Machine Learning Research
An algorithm for approximate counting using limited memory resources
Proceedings of the 2007 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Stability of feature selection algorithms: a study on high-dimensional spaces
Knowledge and Information Systems
Feature Selection via Coalitional Game Theory
Neural Computation
Direct convex relaxations of sparse SVM
Proceedings of the 24th international conference on Machine learning
Minimum reference set based feature selection for small sample classifications
Proceedings of the 24th international conference on Machine learning
Online discovery of similarity mappings
Proceedings of the 24th international conference on Machine learning
Supervised feature selection via dependence estimation
Proceedings of the 24th international conference on Machine learning
Hybrid huberized support vector machines for microarray classification
Proceedings of the 24th international conference on Machine learning
A comparative study of classification methods for microarray data analysis
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
Hybrid huberized support vector machines for microarray classification
Proceedings of the 24th international conference on Machine learning
A maximally diversified multiple decision tree algorithm for microarray data classification
WISB '06 Proceedings of the 2006 workshop on Intelligent systems for bioinformatics - Volume 73
Markov blanket-embedded genetic algorithm for gene selection
Pattern Recognition
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Clustering gene expression data via mining ensembles of classification rules evolved using moses
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A hybrid genetic algorithm for feature selection wrapper based on mutual information
Pattern Recognition Letters
Support feature machine for classification of abnormal brain activity
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Extracting gene regulation information for cancer classification
Pattern Recognition
Robust EEG channel selection across subjects for brain-computer interfaces
EURASIP Journal on Applied Signal Processing
Feature selection and blind source separation in an EEG-based brain-computer interface
EURASIP Journal on Applied Signal Processing
Gene prediction using multinomial probit regression with Bayesian gene selection
EURASIP Journal on Applied Signal Processing
Robust, low-cost, non-intrusive sensing and recognition of seated postures
Proceedings of the 20th annual ACM symposium on User interface software and technology
Artificial Intelligence in Medicine
Image complexity and feature mining for steganalysis of least significant bit matching steganography
Information Sciences: an International Journal
Development of Two-Stage SVM-RFE Gene Selection Strategy for Microarray Expression Data Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Integrating gene expression profiling and clinical data
International Journal of Approximate Reasoning
Gene expression modeling through positive boolean functions
International Journal of Approximate Reasoning
Predictor output sensitivity and feature similarity-based feature selection
Fuzzy Sets and Systems
Artificial Intelligence in Medicine
Constructing the gene regulation-level representation of microarray data for cancer classification
Journal of Biomedical Informatics
Consensus unsupervised feature ranking from multiple views
Pattern Recognition Letters
Effective Gene Selection Method Using Bayesian Discriminant Based Criterion and Genetic Algorithms
Journal of Signal Processing Systems
Stepwise feature selection using generalized logistic loss
Computational Statistics & Data Analysis
Microarray gene selection using self-organizing map
SMO'07 Proceedings of the 7th WSEAS International Conference on Simulation, Modelling and Optimization
A three-stage framework for gene expression data analysis by L1-norm support vector regression
International Journal of Bioinformatics Research and Applications
Logistic support vector machines and their application to gene expression data
International Journal of Bioinformatics Research and Applications
Structural Risk Minimisation based gene expression profiling analysis
International Journal of Bioinformatics Research and Applications
Sentiment analysis in multiple languages: Feature selection for opinion classification in Web forums
ACM Transactions on Information Systems (TOIS)
Strangeness-based feature weighting and classification of gene expression profiles
Proceedings of the 2008 ACM symposium on Applied computing
On statistical approaches to target silhouette classification in difficult conditions
Digital Signal Processing
Mixed feature selection based on granulation and approximation
Knowledge-Based Systems
Exploring the characteristics of opinion expressions for political opinion classification
dg.o '08 Proceedings of the 2008 international conference on Digital government research
Hierarchical fuzzy filter method for unsupervised feature selection
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Applying genetic algorithms and support vector machines to the gene selection problem
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - VIII Brazilian Symposium on Neural Networks
An efficient ant colony optimization approach to attribute reduction in rough set theory
Pattern Recognition Letters
International Journal of Knowledge-based and Intelligent Engineering Systems
Automated recognition of cellular phenotypes by support vector machines with feature reduction
International Journal of Knowledge-based and Intelligent Engineering Systems - Extended papers selected from KES-2006
Evolutionary approach to combined multiple models tuning
International Journal of Knowledge-based and Intelligent Engineering Systems - Extended papers selected from KES-2006
The linear neuron as marker selector and clinical predictor in cancer gene analysis
Computer Methods and Programs in Biomedicine
Classification of functional data: A segmentation approach
Computational Statistics & Data Analysis
Multiclass SVM-RFE for product form feature selection
Expert Systems with Applications: An International Journal
Cancer classification from serial analysis of gene expression with event models
Applied Intelligence
Cancer classification by gradient LDA technique using microarray gene expression data
Data & Knowledge Engineering
An Information Criterion for Variable Selection in Support Vector Machines
The Journal of Machine Learning Research
Arabic writer identification based on hybrid spectral-statistical measures
Journal of Experimental & Theoretical Artificial Intelligence
International Journal of Computer Mathematics - Bioinformatics
Quality assessment of gene selection in microarray data
Optimization Methods & Software - Systems Analysis, Optimization and Data Mining in Biomedicine
Wrapper filtering criteria via linear neuron and kernel approaches
Computers in Biology and Medicine
Kernel discriminant analysis based feature selection
Neurocomputing
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Stable feature selection via dense feature groups
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Heterogeneous data fusion for alzheimer's disease study
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Artificial Intelligence in Medicine
Effective classification using feature selection and fuzzy integration
Fuzzy Sets and Systems
Fusion of feature selection methods for pairwise scoring SVM
Neurocomputing
Thin sheet springback optimal assessment
ACMOS'08 Proceedings of the 10th WSEAS International Conference on Automatic Control, Modelling & Simulation
Springback adaptive-predictive control
ACMOS'08 Proceedings of the 10th WSEAS International Conference on Automatic Control, Modelling & Simulation
A hybrid GA & back propagation approach for gene selection and classification of microarray data
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
Visual Methods for Examining SVM Classifiers
Visual Data Mining
White Blood Cell Automatic Counting System Based on Support Vector Machine
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
Molecular Diagnosis of Tumor Based on Independent Component Analysis and Support Vector Machines
Computational Intelligence and Security
Gene Selection Using Wilcoxon Rank Sum Test and Support Vector Machine for Cancer Classification
Computational Intelligence and Security
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
A Probabilistic Approach to Feature Selection for Multi-class Text Categorization
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
Evolving Committees of Support Vector Machines
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Evaluating Switching Neural Networks for Gene Selection
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
Feature Ranking Ensembles for Facial Action Unit Classification
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
MIAR '08 Proceedings of the 4th international workshop on Medical Imaging and Augmented Reality
Efficient Feature Selection for PTR-MS Fingerprinting of Agroindustrial Products
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
Prediction of Binding Sites in the Mouse Genome Using Support Vector Machines
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
SVD Based Feature Selection and Sample Classification of Proteomic Data
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part III
Ensemble Approaches to Facial Action Unit Classification
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Robust Feature Selection Using Ensemble Feature Selection Techniques
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
An Improved Support Vector Machine for the Classification of Imbalanced Biological Datasets
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
A Novel Hybrid Method of Gene Selection and Its Application on Tumor Classification
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Monitoring SIP Traffic Using Support Vector Machines
RAID '08 Proceedings of the 11th international symposium on Recent Advances in Intrusion Detection
Using Markov Blankets for Causal Structure Learning
The Journal of Machine Learning Research
A Bahadur Representation of the Linear Support Vector Machine
The Journal of Machine Learning Research
APPLYING DATA MINING TECHNIQUES FOR CANCER CLASSIFICATION ON GENE EXPRESSION DATA
Cybernetics and Systems
Classification model selection via bilevel programming
Optimization Methods & Software - Mathematical programming in data mining and machine learning
Structure feature selection for graph classification
Proceedings of the 17th ACM conference on Information and knowledge management
Biological pathways as features for microarray data classification
Proceedings of the 2nd international workshop on Data and text mining in bioinformatics
Feature Selection and Classification for Small Gene Sets
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Support Vector Based T-Score for Gene Ranking
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Prediction of Transcription Factor Families Using DNA Sequence Features
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Microarray Design Using the Hilbert---Schmidt Independence Criterion
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Support vector machines for credit scoring and discovery of significant features
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Computational Statistics & Data Analysis
Class dependent feature scaling method using naive Bayes classifier for text datamining
Pattern Recognition Letters
Expert Systems with Applications: An International Journal
Computational Statistics & Data Analysis
Computational Statistics & Data Analysis
Evaluating switching neural networks through artificial and real gene expression data
Artificial Intelligence in Medicine
Multi-class SVM classifier for english handwritten digit recognition using manual class segmentation
Proceedings of the International Conference on Advances in Computing, Communication and Control
A sequential feature extraction approach for naïve bayes classification of microarray data
Expert Systems with Applications: An International Journal
A wrapper method for feature selection using Support Vector Machines
Information Sciences: an International Journal
Feature cluster selection for high-throughput data analysis
International Journal of Data Mining and Bioinformatics
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Partially supervised feature selection with regularized linear models
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Non-monotonic feature selection
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Sensor selection for energy-efficient ambulatory medical monitoring
Proceedings of the 7th international conference on Mobile systems, applications, and services
Consensus group stable feature selection
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
An Adaptive Wavelet Networks Algorithm for Prediction of Gas Delay Outburst
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
Information Processing Letters
Classification of DNA microarray data with Random Projection Ensembles of Polynomial SVMs
Proceedings of the 2009 conference on New Directions in Neural Networks: 18th Italian Workshop on Neural Networks: WIRN 2008
A memetic algorithm for gene selection and molecular classification of cancer
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Feature Selection with Single-Layer Perceptrons for a Multicentre 1H-MRS Brain Tumour Database
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
ECSQARU '09 Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
A Multivariate Algorithm for Gene Selection Based on the Nearest Neighbor Probability
Computational Intelligence Methods for Bioinformatics and Biostatistics
International Journal of Bioinformatics Research and Applications
Selecting Samples and Features for SVM Based on Neighborhood Model
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Maize root complexity analysis using a Support Vector Machine method
Computers and Electronics in Agriculture
Design of input vector for day-ahead price forecasting of electricity markets
Expert Systems with Applications: An International Journal
A Framework for Multi-class Learning in Micro-array Data Analysis
AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine
A Neural Approach for SME's Credit Risk Analysis in Turkey
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Feature selection via Boolean independent component analysis
Information Sciences: an International Journal
Bayesian binary kernel probit model for microarray based cancer classification and gene selection
Computational Statistics & Data Analysis
Cancer class prediction: Two stage clustering approach to identify informative genes
Intelligent Data Analysis
An unsupervised clustering approach for leukaemia classification based on DNA micro-arrays data
Intelligent Data Analysis
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
A General and Unifying Framework for Feature Construction, in Image-Based Pattern Classification
IPMI '09 Proceedings of the 21st International Conference on Information Processing in Medical Imaging
Feature Selection in Marketing Applications
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Measure of Similarity and Compactness in Competitive Space
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Feature Selection by Transfer Learning with Linear Regularized Models
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Avoidance of model re-induction in SVM-based feature selection for text categorization
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
International Journal of Knowledge Engineering and Soft Data Paradigms
Mutual information-based SVM-RFE for diagnostic classification of digitized mammograms
Pattern Recognition Letters
Journal of Artificial Evolution and Applications - Special issue on artificial evolution methods in the biological and biomedical sciences
Classification of oncologic data with genetic programming
Journal of Artificial Evolution and Applications - Special issue on artificial evolution methods in the biological and biomedical sciences
Identification of signatures in biomedical spectra using domain knowledge
Artificial Intelligence in Medicine
Gene extraction for cancer diagnosis by support vector machines-An improvement
Artificial Intelligence in Medicine
GUEST EDITORIAL: Computational intelligence in solving bioinformatics problems
Artificial Intelligence in Medicine
Brief communication: Reducing multiclass cancer classification to binary by output coding and SVM
Computational Biology and Chemistry
Efficient feature weighting methods for ranking
Proceedings of the 18th ACM conference on Information and knowledge management
IEEE Transactions on Information Technology in Biomedicine
Feature subset selection for improved native accent identification
Speech Communication
Discriminative semi-supervised feature selection via manifold regularization
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Expert Systems with Applications: An International Journal
The discriminating power of random features
Proceedings of the 2009 conference on Neural Nets WIRN09: Proceedings of the 19th Italian Workshop on Neural Nets, Vietri sul Mare, Salerno, Italy, May 28--30 2009
Proceedings of the 2009 conference on Neural Nets WIRN09: Proceedings of the 19th Italian Workshop on Neural Nets, Vietri sul Mare, Salerno, Italy, May 28--30 2009
Laplacian Linear Discriminant Analysis Approach to Unsupervised Feature Selection
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A rough set approach to feature selection based on ant colony optimization
Pattern Recognition Letters
Degree prediction of malignancy in brain glioma using support vector machines
Computers in Biology and Medicine
A novel ensemble machine learning for robust microarray data classification
Computers in Biology and Medicine
Comparison of feature selection techniques for viral DNA replication origin prediction
CIBCB'09 Proceedings of the 6th Annual IEEE conference on Computational Intelligence in Bioinformatics and Computational Biology
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Multiple Kernel Learning of Environmental Data. Case Study: Analysis and Mapping of Wind Fields
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Ensemble Approach for the Classification of Imbalanced Data
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Data Mining Using Rules Extracted from SVM: An Application to Churn Prediction in Bank Credit Cards
RSFDGrC '09 Proceedings of the 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Evaluation of Feature Selection Measures for Steganalysis
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
MRI-based classification of brain tumor type and grade using SVM-RFE
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Features selection for intrusion detection systems based on support vector machines
CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
A new support vector machine for microarray classification and adaptive gene selection
ACC'09 Proceedings of the 2009 conference on American Control Conference
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Improved variable and value ranking techniques for mining categorical traffic accident data
Expert Systems with Applications: An International Journal
Intelligence system approach for computer network security
AsiaCSN '07 Proceedings of the Fourth IASTED Asian Conference on Communication Systems and Networks
A novel feature selection approach for biomedical data classification
Journal of Biomedical Informatics
Sparse Support Vector Machines with L_{p} Penalty for Biomarker Identification
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A statistical diagnosis approach for analyzing design-silicon timing mismatch
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Selecting discrete and continuous features based on neighborhood decision error minimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Binarized Support Vector Machines
INFORMS Journal on Computing
Reducing the number of DNA primers for classifying pejibaye palm races using SVM
E-ACTIVITIES'09/ISP'09 Proceedings of the 8th WSEAS International Conference on E-Activities and information security and privacy
An improved approach to steganalysis of JPEG images
Information Sciences: an International Journal
Computers in Biology and Medicine
SVM decision boundary based discriminative subspace induction
Pattern Recognition
Artificial Intelligence in Medicine
An MLP-based feature subset selection for HIV-1 protease cleavage site analysis
Artificial Intelligence in Medicine
Method of regulatory network that can explore protein regulations for disease classification
Artificial Intelligence in Medicine
Expert Systems with Applications: An International Journal
Feature Selection with Ensembles, Artificial Variables, and Redundancy Elimination
The Journal of Machine Learning Research
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Artificial immune system for classification of gene expression data
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Noise-based feature perturbation as a selection method for microarray data
ISBRA'07 Proceedings of the 3rd international conference on Bioinformatics research and applications
KDECB'06 Proceedings of the 1st international conference on Knowledge discovery and emergent complexity in bioinformatics
Deriving the kernel from training data
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Stopping criteria for ensemble-based feature selection
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
One-versus-one and one-versus-all multiclass SVM-RFE for gene selection in cancer classification
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
A genetic embedded approach for gene selection and classification of microarray data
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Consistency based attribute reduction
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Feature extraction and classification of tumor based on wavelet package and support vector machines
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Incorporating prior domain knowledge into a kernel based feature selection algorithm
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Artificial immune system for classification of cancer
EvoWorkshops'03 Proceedings of the 2003 international conference on Applications of evolutionary computing
Neural networks and other machine learning methods in cancer research
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
ECM-aware cell-graph mining for bone tissue modeling and classification
Data Mining and Knowledge Discovery
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Segmentation and classification of breast tumor using dynamic contrast-enhanced MR images
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention
Evolutionary feature and parameter selection in support vector regression
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Incremental and decremental learning for linear support vector machines
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Capturing heuristics and intelligent methods for improving micro-array data classification
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
On the combination of dissimilarities for gene expression data analysis
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Ensemble of dissimilarity based classifiers for cancerous samples classification
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
Correlation-based relevancy and redundancy measures for efficient gene selection
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
SVM-RFE with relevancy and redundancy criteria for gene selection
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
Computers in Biology and Medicine
Kernel matching reduction algorithms for classification
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Identification of Full and Partial Class Relevant Genes
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A study of crossover operators for gene selection of microarray data
EA'07 Proceedings of the Evolution artificielle, 8th international conference on Artificial evolution
An optimal set of uncorrelated margin discriminant vector
ICNC'09 Proceedings of the 5th international conference on Natural computation
Support vector-based feature selection using Fisher's linear discriminant and Support Vector Machine
Expert Systems with Applications: An International Journal
Feature selection for SVM via optimization of kernel polarization with Gaussian ARD kernels
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Supervised locally linear embedding for plant leaf image feature extraction
ICIC'09 Proceedings of the 5th international conference on Emerging intelligent computing technology and applications
Gene selection for cancer classification through ensemble of methods
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Accurate prediction of financial distress of companies with machine learning algorithms
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
IEEE Transactions on Neural Networks
IEEE Transactions on Information Technology in Biomedicine - Special section on new and emerging technologies in bioinformatics and bioengineering
On the use of genetic programming for the prediction of survival in cancer
Proceedings of the 12th annual conference on Genetic and evolutionary computation
IEEE Transactions on Neural Networks
A greedy algorithm for gene selection based on SVM and correlation
International Journal of Bioinformatics Research and Applications
Feature selection for support vector regression using probabilistic prediction
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Boosting with structure information in the functional space: an application to graph classification
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Prediction of alternatively spliced exons using Support Vector Machines
International Journal of Data Mining and Bioinformatics
Least-Squares Support Vector Machine Approach to Viral Replication Origin Prediction
INFORMS Journal on Computing
Research article: An elastic network model to identify characteristic stress response genes
Computational Biology and Chemistry
Expectation Propagation for microarray data classification
Pattern Recognition Letters
Decision forest for classification of gene expression data
Computers in Biology and Medicine
On Lagrangian support vector regression
Expert Systems with Applications: An International Journal
An unsupervised self-organizing learning with support vector ranking for imbalanced datasets
Expert Systems with Applications: An International Journal
WSEAS Transactions on Computers
Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology
Joint estimation of multiple clinical variables of neurological diseases from imaging patterns
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Mining patterns in disease classification forests
Journal of Biomedical Informatics
Extending the SOA paradigm to e-Science environments
Future Generation Computer Systems
Variable selection using random forests
Pattern Recognition Letters
A novel hybrid feature selection method for microarray data analysis
Applied Soft Computing
The mass appraisal of the real estate by computational intelligence
Applied Soft Computing
The Journal of Machine Learning Research
Discriminative semi-supervised feature selection via manifold regularization
IEEE Transactions on Neural Networks
Orientation distance-based discriminative feature extraction for multi-class classification
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
On the distance concentration awareness of certain data reduction techniques
Pattern Recognition
Review Article: Stable feature selection for biomarker discovery
Computational Biology and Chemistry
Computational Biology and Chemistry
Simultaneous feature selection and classification using kernel-penalized support vector machines
Information Sciences: an International Journal
Penalized principal component analysis of microarray data
CIBB'09 Proceedings of the 6th international conference on Computational intelligence methods for bioinformatics and biostatistics
Mining concept similarities for heterogeneous ontologies
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Modelling complex data by learning which variable to construct
DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
Novel biological network features discovery for in silico identification of drug targets
Proceedings of the 1st ACM International Health Informatics Symposium
Margin based sample weighting for stable feature selection
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Sparse coding for feature selection on genome-wide association data
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
On feature combination for music classification
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Exploiting long-range dependencies in protein β-sheet secondary structure prediction
PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics
Part-based feature synthesis for human detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
The support feature machine for classifying with the least number of features
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Accurate identification of MCI patients via enriched white-matter connectivity network
MLMI'10 Proceedings of the First international conference on Machine learning in medical imaging
A decision support system for cost-effective diagnosis
Artificial Intelligence in Medicine
Artificial Intelligence in Medicine
Computational Statistics & Data Analysis
Selecting few genes for microarray gene expression classification
CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence
Classifying sleep apneas using neural networks and a combination of experts
CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part I
On the effectiveness of gene selection for microarray classification methods
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part II
Discovering cancer biomarkers: from DNA to communities of genes
International Journal of Networking and Virtual Organisations
Detecting phases in parallel applications on shared memory architectures
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
Neighboring joint density-based JPEG steganalysis
ACM Transactions on Intelligent Systems and Technology (TIST)
A class-specific ensemble feature selection approach for classification problems
Proceedings of the 48th Annual Southeast Regional Conference
Improving the Computational Efficiency of Recursive Cluster Elimination for Gene Selection
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Recursive Mahalanobis Separability Measure for Gene Subset Selection
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A General Framework for Analyzing Data from Two Short Time-Series Microarray Experiments
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A Sparse Learning Machine for High-Dimensional Data with Application to Microarray Gene Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
BASSUM: A Bayesian semi-supervised method for classification feature selection
Pattern Recognition
Network-based sparse Bayesian classification
Pattern Recognition
Classification of swimming microorganisms motion patterns in 4D digital in-line holography data
Proceedings of the 32nd DAGM conference on Pattern recognition
Support vector machines for inhabitant identification in smart houses
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Improving sale performance prediction using support vector machines
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Similarity-margin based feature selection for symbolic interval data
Pattern Recognition Letters
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Computational Statistics & Data Analysis
SVM-RFE based feature selection for tandem mass spectrum quality assessment
International Journal of Data Mining and Bioinformatics
Rotation forest on microarray domain: PCA versus ICA
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Time space tradeoffs in GA based feature selection for workload characterization
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
SVM based feature selection: why are we using the dual?
IBERAMIA'10 Proceedings of the 12th Ibero-American conference on Advances in artificial intelligence
Hybrid feature selection by combining filters and wrappers
Expert Systems with Applications: An International Journal
Using Gaussian process based kernel classifiers for credit rating forecasting
Expert Systems with Applications: An International Journal
A two step method to identify clinical outcome relevant genes with microarray data
Journal of Biomedical Informatics
Improving accuracy of microarray classification by a simple multi-task feature selection filter
International Journal of Data Mining and Bioinformatics
Surgical phases detection from microscope videos by combining SVM and HMM
MCV'10 Proceedings of the 2010 international MICCAI conference on Medical computer vision: recognition techniques and applications in medical imaging
Feature selection for SVM-based vascular anomaly detection
MCV'10 Proceedings of the 2010 international MICCAI conference on Medical computer vision: recognition techniques and applications in medical imaging
Knowledge discovery using neural approach for SME's credit risk analysis problem in Turkey
Expert Systems with Applications: An International Journal
Decoding task-based attentional modulation during face categorization
Journal of Cognitive Neuroscience
Computers in Biology and Medicine
Expert Systems with Applications: An International Journal
Towards a psychographic user model from mobile phone usage
CHI '11 Extended Abstracts on Human Factors in Computing Systems
Classifying microarray data with association rules
Proceedings of the 2011 ACM Symposium on Applied Computing
Selection of ICA features for texture classification
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
Customer churning prediction using support vector machines in online auto insurance service
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
International Journal of Data Mining and Bioinformatics
Multiclass Kernel-Imbedded Gaussian Processes for Microarray Data Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Robust Feature Selection for Microarray Data Based on Multicriterion Fusion
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A new combined filter-wrapper framework for gene subset selection with specialized genetic operators
MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition
Improving vector space embedding of graphs through feature selection algorithms
Pattern Recognition
Combining functional networks and sensitivity analysis as wrapper method for feature selection
Expert Systems with Applications: An International Journal
Support Vector Machine incorporated with feature discrimination
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Computers in Biology and Medicine
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Towards style transformation from written-style to audio-style
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
Improving the accuracy of suicide attempter classification
Artificial Intelligence in Medicine
Combined three feature selection mechanisms with LVQ neural network for colon cancer diagnosis
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
An efficient statistical feature selection approach for classification of gene expression data
Journal of Biomedical Informatics
Information-theoretic approaches to SVM feature selection for metagenome read classification
Computational Biology and Chemistry
A pattern discovery approach to retail fraud detection
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Feature selection for translation initiation site recognition
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part II
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part II
Automatic detection system of cervical cancer cells using color intensity classification
Proceedings of the 15th WSEAS international conference on Computers
SNPboost: interaction analysis and risk prediction on GWA data
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Weighted mutual information for feature selection
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
An ensemble of filters and classifiers for microarray data classification
Pattern Recognition
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Improvements over adaptive local hyperplane to achieve better classification
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
Improved support vector machines with distance metric learning
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Feature selection for support vector machines with RBF kernel
Artificial Intelligence Review
PDA-SVM Hybrid: A Unified Model for Kernel-Based Supervised Classification
Journal of Signal Processing Systems
Robust data clustering by learning multi-metric Lq-norm distances
Expert Systems with Applications: An International Journal
Sleep-wake stages classification and sleep efficiency estimation using single-lead electrocardiogram
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
An algorithm for finding gene signatures supervised by survival time data
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
Feature selection for interpatient supervised heart beat classification
Computational Intelligence and Neuroscience - Special issue on Selected Papers from the 4th International Conference on Bioinspired Systems and Cognitive Signal Processing
Multiclass sparse Bayesian regression for fMRI-based prediction
Journal of Biomedical Imaging - Special issue on Machine Learning in Medical Imaging
An application-dependent framework for the recognition of high-level surgical tasks in the OR
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Identifying neuroimaging and proteomic biomarkers for MCI and AD via the elastic net
MBIA'11 Proceedings of the First international conference on Multimodal brain image analysis
Expert Systems with Applications: An International Journal
An experimental comparison of gene selection by Lasso and Dantzig selector for cancer classification
Computers in Biology and Medicine
Fast Kernel Discriminant Analysis for Classification of Liver Cancer Mass Spectra
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Combined Feature Selection and Cancer Prognosis Using Support Vector Machine Regression
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Relevance vector machine based speech emotion recognition
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II
Content based social behavior prediction: a multi-task learning approach
Proceedings of the 20th ACM international conference on Information and knowledge management
TC-VGC: A Tumor Classification System using Variations in Genes' Correlation
Computer Methods and Programs in Biomedicine
Please, tell me about yourself: automatic personality assessment using short self-presentations
ICMI '11 Proceedings of the 13th international conference on multimodal interfaces
An optimised gene selection approach using wavelet power spectrum
International Journal of Bioinformatics Research and Applications
International Journal of Bioinformatics Research and Applications
Multimodal recognition of personality during short self-presentations
J-HGBU '11 Proceedings of the 2011 joint ACM workshop on Human gesture and behavior understanding
Computers and Electronics in Agriculture
An effective double-bounded tree-connected Isomap algorithm for microarray data classification
Pattern Recognition Letters
Gene selection in time-series gene expression data
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
An optimised gene selection approach using wavelet power spectrum
International Journal of Bioinformatics Research and Applications
International Journal of Bioinformatics Research and Applications
Sparse and stable gene selection with consensus SVM-RFE
Pattern Recognition Letters
Stable Gene Selection from Microarray Data via Sample Weighting
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Classifying event-related desynchronization in EEG, ECoG and MEG signals
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Fast learning for statistical face detection
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
An excellent feature selection model using gradient-based and point injection techniques
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Effectiveness of spectral band selection/extraction techniques for spectral data
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Feature selection based on kernel discriminant analysis
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Evaluating feature selection for SVMs in high dimensions
ECML'06 Proceedings of the 17th European conference on Machine Learning
Automated recognition of cellular phenotypes by support vector machines with feature reduction
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Combined gene selection methods for microarray data analysis
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
BioDM'06 Proceedings of the 2006 international conference on Data Mining for Biomedical Applications
Generation of comprehensible hypotheses from gene expression data
BioDM'06 Proceedings of the 2006 international conference on Data Mining for Biomedical Applications
Classification of brain glioma by using SVMs bagging with feature selection
BioDM'06 Proceedings of the 2006 international conference on Data Mining for Biomedical Applications
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
MICCAI'05 Proceedings of the 8th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
A multi-population χ2 test approach to informative gene selection
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Gene selection of DNA microarray data based on regularization networks
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Gene extraction for cancer diagnosis by support vector machines
ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I
Test-retest reliability and feature selection in physiological time series classification
Computer Methods and Programs in Biomedicine
Computers and Electronics in Agriculture
A fuzzy intelligent approach to the classification problem in gene expression data analysis
Knowledge-Based Systems
1-norm support vector machine for college drinking risk factor identification
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
A hybrid GA/SVM approach for gene selection and classification of microarray data
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Robust SVM-based biomarker selection with noisy mass spectrometric proteomic data
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Improved feature selection algorithm based on SVM and correlation
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Feature selection in text classification via SVM and LSI
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Robust Classification Method of Tumor Subtype by Using Correlation Filters
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A method for feature selection on microarray data using support vector machine
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
SVM-Based tumor classification with gene expression data
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Sparse PCA by iterative elimination algorithm
Advances in Computational Mathematics
Automatic classification of building types in 3D city models
Geoinformatica
Gene ranking from microarray data for cancer classification: a machine learning approach
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Evaluation of feature selection by multiclass kernel discriminant analysis
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
EvoBIO'10 Proceedings of the 8th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Nonlinear kernel MSE methods for cancer classification
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Robust ensemble learning for cancer diagnosis based on microarray data classification
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Improving gene selection in microarray data analysis using fuzzy patterns inside a CBR system
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Dimension reduction vs. variable selection
PARA'04 Proceedings of the 7th international conference on Applied Parallel Computing: state of the Art in Scientific Computing
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Gene selection through sensitivity analysis of support vector machines
CompLife'05 Proceedings of the First international conference on Computational Life Sciences
EC'05 Proceedings of the 3rd European conference on Applications of Evolutionary Computing
Expert Systems with Applications: An International Journal
A mixture of experts for classifying sleep apneas
Expert Systems with Applications: An International Journal
Heuristic search over a ranking for feature selection
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Learning the reasons why groups of consumers prefer some food products
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
Feature selection using SVM probabilistic outputs
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Virtual gene: using correlations between genes to select informative genes on microarray datasets
Transactions on Computational Systems Biology II
Combining gene expression and interaction network data to improve kidney lesion score prediction
International Journal of Bioinformatics Research and Applications
A hybrid feature selection approach for microarray gene expression data
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part II
Event models for tumor classification with SAGE gene expression data
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part II
Active mining discriminative gene sets
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
A multiple classifier system for classification of LIDAR remote sensing data using multi-class SVM
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
A modified two-stage SVM-RFE model for cancer classification using microarray data
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I
Pathway-based microarray analysis with negatively correlated feature sets for disease classification
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I
Strangeness minimisation feature selection with confidence machines
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Using fuzzy patterns for gene selection and data reduction on microarray data
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Active learning of combinatorial features for interactive optimization
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
Proceedings of the 2010 international conference on Video Processing and Computational Video
Adaptive feature selection for classification of microscope images
WILF'05 Proceedings of the 6th international conference on Fuzzy Logic and Applications
Biological specifications for a synthetic gene expression data generation model
WILF'05 Proceedings of the 6th international conference on Fuzzy Logic and Applications
Preprocessing unbalanced data using support vector machine
Decision Support Systems
Feature evaluation and selection with cooperative game theory
Pattern Recognition
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
Biologically relevant association rules for classification of microarray data
ACM SIGAPP Applied Computing Review
A Top-r Feature Selection Algorithm for Microarray Gene Expression Data
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Adaptive sequential design for regression on multi-resolution bases
Statistics and Computing
On feature selection with principal component analysis for one-class SVM
Pattern Recognition Letters
Blind Kriging: Implementation and performance analysis
Advances in Engineering Software
Classifying high-dimensional patterns using a fuzzy logic discriminant network
Advances in Fuzzy Systems - Special issue on Hybrid Biomedical Intelligent Systems
Fast feature selection aimed at high-dimensional data via hybrid-sequential-ranked searches
Expert Systems with Applications: An International Journal
A Survey on Filter Techniques for Feature Selection in Gene Expression Microarray Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Urinary nucleosides as potential tumor markers evaluated by learning vector quantization
Artificial Intelligence in Medicine
Artificial Intelligence in Medicine
An Epicurean learning approach to gene-expression data classification
Artificial Intelligence in Medicine
SpaGRID: a spatial grid framework for high dimensional medical databases
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Feature selection for lung cancer detection using SVM based recursive feature elimination method
EvoBIO'12 Proceedings of the 10th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Graph embedding based feature selection
Neurocomputing
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Parameterized attribute reduction with Gaussian kernel based fuzzy rough sets
Information Sciences: an International Journal
Does feature matter: anomaly detection in sensor networks
Proceedings of the 6th International Conference on Body Area Networks
A reduct derived from feature selection
Pattern Recognition Letters
Surface Sulfur Detection via Remote Sensing and Onboard Classification
ACM Transactions on Intelligent Systems and Technology (TIST)
A new approach to aflatoxin detection in chili pepper by machine vision
Computers and Electronics in Agriculture
Unsupervised feature selection for linked social media data
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Model mining for robust feature selection
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Feature weighting by RELIEF based on local hyperplane approximation
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Relevant feature selection from EEG signal for mental task classification
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Efficient feature selection filters for high-dimensional data
Pattern Recognition Letters
Nearest neighbor estimate of conditional mutual information in feature selection
Expert Systems with Applications: An International Journal
Digital image splicing detection based on Markov features in DCT and DWT domain
Pattern Recognition
Feature selection via dependence maximization
The Journal of Machine Learning Research
Effective graph classification based on topological and label attributes
Statistical Analysis and Data Mining
Engineering Applications of Artificial Intelligence
ClassAMP: A Prediction Tool for Classification of Antimicrobial Peptides
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A general lp-norm support vector machine via mixed 0-1 programming
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Comparative analysis of feature selection methods for blood cell recognition in leukemia
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Fundamenta Informaticae - Machine Learning in Bioinformatics
Adapting breast density classification from digitized to full-field digital mammograms
IWDM'12 Proceedings of the 11th international conference on Breast Imaging
Probabilistic classifiers with a generalized Gaussian scale mixture prior
Pattern Recognition
InstanceRank based on borders for instance selection
Pattern Recognition
Self-taught dimensionality reduction on the high-dimensional small-sized data
Pattern Recognition
Review: Supervised classification and mathematical optimization
Computers and Operations Research
Feature selection on node statistics based embedding of graphs
Pattern Recognition Letters
Reference scope identification in citing sentences
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Predicting overt display of power in written dialogs
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Learning the coordinate gradients
Advances in Computational Mathematics
Multiple ROI selection based focal liver lesion classification in ultrasound images
Expert Systems with Applications: An International Journal
A variance reduction framework for stable feature selection
Statistical Analysis and Data Mining
Fuzzy classifier based feature reduction for better gene selection
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
The classification of cancer stage microarray data
Computer Methods and Programs in Biomedicine
Automatic classification of archaeological pottery sherds
Journal on Computing and Cultural Heritage (JOCCH)
Feature selection for classification of oscillating time series
Expert Systems: The Journal of Knowledge Engineering
Comparison of metaheuristic strategies for peakbin selection in proteomic mass spectrometry data
Information Sciences: an International Journal
Assessing user-specific difficulty of documents
Information Processing and Management: an International Journal
Feature selection using dynamic weights for classification
Knowledge-Based Systems
An ensemble system for automatic sleep stage classification using single channel EEG signal
Computers in Biology and Medicine
Constrained sparse functional connectivity networks for MCI classification
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Automatic assessment of expressive oral reading
Speech Communication
Sparse methods for biomedical data
ACM SIGKDD Explorations Newsletter
NordSec'12 Proceedings of the 17th Nordic conference on Secure IT Systems
Feature selection by block addition and block deletion
ANNPR'12 Proceedings of the 5th INNS IAPR TC 3 GIRPR conference on Artificial Neural Networks in Pattern Recognition
MICCAI'12 Proceedings of the 4th international conference on Abdominal Imaging: computational and clinical applications
A novel multi-stage feature selection method for microarray expression data analysis
International Journal of Data Mining and Bioinformatics
Computers and Industrial Engineering
Feature selection using counting grids: application to microarray data
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
A framework of gene subset selection using multiobjective evolutionary algorithm
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
Score-based methods for learning Markov boundaries by searching in constrained spaces
Data Mining and Knowledge Discovery
A comparative study of nonlinear manifold learning methods for cancer microarray data classification
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Hyperdisk based large margin classifier
Pattern Recognition
On proximal bilateral-weighted fuzzy support vector machine classifiers
International Journal of Advanced Intelligence Paradigms
Information Sciences: an International Journal
Facial image medical analysis system using quantitative chromatic feature
Expert Systems with Applications: An International Journal
Engineering Applications of Artificial Intelligence
Predicting personality using novel mobile phone-based metrics
SBP'13 Proceedings of the 6th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
Using micro-documents for feature selection: The case of ordinal text classification
Expert Systems with Applications: An International Journal
Protein crystallization prediction with AdaBoost
International Journal of Data Mining and Bioinformatics
Clinical and molecular models of Glioblastoma multiforme survival
International Journal of Data Mining and Bioinformatics
SVM-based characterisation of liver cirrhosis by singular value decomposition of GLCM matrix
International Journal of Artificial Intelligence and Soft Computing
A local information-based feature-selection algorithm for data regression
Pattern Recognition
Enhancing visuospatial attention performance with brain-computer interfaces
CHI '13 Extended Abstracts on Human Factors in Computing Systems
An ensemble of SVM classifiers based on gene pairs
Computers in Biology and Medicine
Information Sciences: an International Journal
Large Margin Subspace Learning for feature selection
Pattern Recognition
Assessing similarity of feature selection techniques in high-dimensional domains
Pattern Recognition Letters
Journal of Information Science
A general model for continuous noninvasive pulmonary artery pressure estimation
Computers in Biology and Medicine
Estimating building simulation parameters via Bayesian structure learning
Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Algorithms for discovery of multiple Markov boundaries
The Journal of Machine Learning Research
Sparse high-dimensional fractional-norm support vector machine via DC programming
Computational Statistics & Data Analysis
Stable Feature Selection with Minimal Independent Dominating Sets
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Feature subset selection Filter-Wrapper based on low quality data
Expert Systems with Applications: An International Journal
Cell-graph coloring for cancerous tissue modelling and classification
Multimedia Tools and Applications
Proceedings of the 7th international workshop on Data and text mining in biomedical informatics
Gene selection with guided regularized random forest
Pattern Recognition
G-Optimal Feature Selection with Laplacian regularization
Neurocomputing
Texture classification using kernel-based techniques
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Simultaneous sample and gene selection using t-score and approximate support vectors
PRIB'13 Proceedings of the 8th IAPR international conference on Pattern Recognition in Bioinformatics
Computers in Biology and Medicine
A new gene selection method for microarray data based on PSO and informativeness metric
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
First progresses in evaluation of resonance in staff selection through speech emotion recognition
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Exact top-k feature selection via l2,0-norm constraint
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Human activity recognition using social media data
Proceedings of the 12th International Conference on Mobile and Ubiquitous Multimedia
Fuzzy rough based regularization in Generalized Multiple Kernel Learning
Computers & Mathematics with Applications
Robust feature selection based on regularized brownboost loss
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Classification of gene expression data using Spiking Wavelet Radial Basis Neural Network
Expert Systems with Applications: An International Journal
Accurate prediction of AD patients using cortical thickness networks
Machine Vision and Applications
Linear feature selection in texture analysis - A PLS based method
Machine Vision and Applications
PLS-based recursive feature elimination for high-dimensional small sample
Knowledge-Based Systems
A heuristic biomarker selection approach based on professional tennis player ranking strategy
Computer Methods and Programs in Biomedicine
Computer Methods and Programs in Biomedicine
Joint Laplacian feature weights learning
Pattern Recognition
Analysis of feature selection stability on high dimension and small sample data
Computational Statistics & Data Analysis
Estimating mutual information for feature selection in the presence of label noise
Computational Statistics & Data Analysis
Novel feature selection methods to financial distress prediction
Expert Systems with Applications: An International Journal
Mean field variational Bayesian inference for support vector machine classification
Computational Statistics & Data Analysis
International Journal of Data Mining and Bioinformatics
White box radial basis function classifiers with component selection for clinical prediction models
Artificial Intelligence in Medicine
A survey on feature selection methods
Computers and Electrical Engineering
Neighbors' distribution property and sample reduction for support vector machines
Applied Soft Computing
Feature selection for ordinal text classification
Neural Computation
Feature selection with SVD entropy: Some modification and extension
Information Sciences: an International Journal
Predicting Protein-Ligand Binding Site Using Support Vector Machine with Protein Properties
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A novel forward gene selection algorithm for microarray data
Neurocomputing
Finite Newton method for implicit Lagrangian support vector regression
International Journal of Knowledge-based and Intelligent Engineering Systems
Intelligent Data Analysis
MaskedPainter: Feature selection for microarray data analysis
Intelligent Data Analysis
Diverse accurate feature selection for microarray cancer diagnosis
Intelligent Data Analysis
Intelligent Data Analysis - Business Analytics and Intelligent Optimization
A feature selection method using improved regularized linear discriminant analysis
Machine Vision and Applications
Embedded local feature selection within mixture of experts
Information Sciences: an International Journal
A novel class dependent feature selection method for cancer biomarker discovery
Computers in Biology and Medicine
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DNA micro-arrays now permit scientists to screen thousands of genes simultaneously and determine whether those genes are active, hyperactive or silent in normal or cancerous tissue. Because these new micro-array devices generate bewildering amounts of raw data, new analytical methods must be developed to sort out whether cancer tissues have distinctive signatures of gene expression over normal tissues or other types of cancer tissues.In this paper, we address the problem of selection of a small subset of genes from broad patterns of gene expression data, recorded on DNA micro-arrays. Using available training examples from cancer and normal patients, we build a classifier suitable for genetic diagnosis, as well as drug discovery. Previous attempts to address this problem select genes with correlation techniques. We propose a new method of gene selection utilizing Support Vector Machine methods based on Recursive Feature Elimination (RFE). We demonstrate experimentally that the genes selected by our techniques yield better classification performance and are biologically relevant to cancer.In contrast with the baseline method, our method eliminates gene redundancy automatically and yields better and more compact gene subsets. In patients with leukemia our method discovered 2 genes that yield zero leave-one-out error, while 64 genes are necessary for the baseline method to get the best result (one leave-one-out error). In the colon cancer database, using only 4 genes our method is 98% accurate, while the baseline method is only 86% accurate.