Elements of information theory
Elements of information theory
Floating search methods in feature selection
Pattern Recognition Letters
The nature of statistical learning theory
The nature of statistical learning theory
Feature Selection: Evaluation, Application, and Small Sample Performance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
Statistical Pattern Recognition: A Review
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Input Feature Selection by Mutual Information Based on Parzen Window
IEEE Transactions on Pattern Analysis and Machine Intelligence
Feature selection for high-dimensional genomic microarray data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Minimum Redundancy Feature Selection from Microarray Gene Expression Data
CSB '03 Proceedings of the IEEE Computer Society Conference on Bioinformatics
Structure Search and Stability Enhancement of Bayesian Networks
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Feature selection for multiclass discrimination via mixed-integer linear programming
IEEE Transactions on Pattern Analysis and Machine Intelligence
A comparison of methods for multiclass support vector machines
IEEE Transactions on Neural Networks
IEEE Intelligent Systems
IMDS: intelligent malware detection system
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Data-driven decomposition for multi-class classification
Pattern Recognition
Texture-based feature tracking for effective time-varying data visualization
IEEE Transactions on Visualization and Computer Graphics
Computer Methods and Programs in Biomedicine
Mixed feature selection based on granulation and approximation
Knowledge-Based Systems
Motif discovery in tissue-specific regulatory sequences using directed information
EURASIP Journal on Bioinformatics and Systems Biology
Selecting features for object detection using an AdaBoost-compatible evaluation function
Pattern Recognition Letters
The peaking phenomenon in the presence of feature-selection
Pattern Recognition Letters
An Information Criterion for Variable Selection in Support Vector Machines
The Journal of Machine Learning Research
International Journal of Computer Mathematics - Bioinformatics
Fusion of feature selection methods for pairwise scoring SVM
Neurocomputing
Feature Selection Based on a New Formulation of the Minimal-Redundancy-Maximal-Relevance Criterion
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
The Max-Relevance and Min-Redundancy Greedy Bayesian Network Learning Algorithm
IWINAC '07 Proceedings of the 2nd international work-conference on The Interplay Between Natural and Artificial Computation, Part I: Bio-inspired Modeling of Cognitive Tasks
Nonlinear Feature Selection by Relevance Feature Vector Machine
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
A Novel Greedy Bayesian Network Structure Learning Algorithm for Limited Data
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
A Kolmogorov-Smirnov Correlation-Based Filter for Microarray Data
Neural Information Processing
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
A Model-Based Relevance Estimation Approach for Feature Selection in Microarray Datasets
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
Selection of the Best Wavelet Packet Nodes Based on Mutual Information for Speaker Identification
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Dimensionality reduction for heterogeneous dataset in rushes editing
Pattern Recognition
Mining non-redundant high order correlations in binary data
Proceedings of the VLDB Endowment
Support Vector Based T-Score for Gene Ranking
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
A Study on the Importance of Differential Prioritization in Feature Selection Using Toy Datasets
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
EURASIP Journal on Advances in Signal Processing
Feature Selection Using Artificial Neural Networks
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Feature Selection Using Mutual Information: An Experimental Study
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Expert Systems with Applications: An International Journal
Identifying core sets of discriminatory features using particle swarm optimization
Expert Systems with Applications: An International Journal
Emotion recognition using brain activity
CompSysTech '08 Proceedings of the 9th International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing
An image content description technique for the inspection of specular objects
EURASIP Journal on Advances in Signal Processing
Feature selection with dynamic mutual information
Pattern Recognition
Feature cluster selection for high-throughput data analysis
International Journal of Data Mining and Bioinformatics
Classification of tasks using machine learning
PROMISE '09 Proceedings of the 5th International Conference on Predictor Models in Software Engineering
Gaining insight in domestic violence with Emergent Self Organizing Maps
Expert Systems with Applications: An International Journal
Intelligent file scoring system for malware detection from the gray list
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Analyzing Domestic Violence with Topographic Maps: A Comparative Study
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
Evolutionary document summarization for disaster management
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Feature subset selection in large dimensionality domains
Pattern Recognition
Design of input vector for day-ahead price forecasting of electricity markets
Expert Systems with Applications: An International Journal
A dependency-based search strategy for feature selection
Expert Systems with Applications: An International Journal
A General Framework of Feature Selection for Text Categorization
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Variational Graph Embedding for Globally and Locally Consistent Feature Extraction
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Eye movement analysis for activity recognition
Proceedings of the 11th international conference on Ubiquitous computing
Independent informative subgraph mining for graph information retrieval
Proceedings of the 18th ACM conference on Information and knowledge management
Feature selection under a complexity constraint
IEEE Transactions on Multimedia - Special section on communities and media computing
Gait feature subset selection by mutual information
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans - Special section: Best papers from the 2007 biometrics: Theory, applications, and systems (BTAS 07) conference
The model of fuzzy variable precision rough sets
IEEE Transactions on Fuzzy Systems
Normalized mutual information feature selection
IEEE Transactions on Neural Networks
Intelligent visual recognition and classification of cork tiles with neural networks
IEEE Transactions on Neural Networks
CASE'09 Proceedings of the fifth annual IEEE international conference on Automation science and engineering
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Consistency-Based Feature Selection
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part I
Feature Selection Based on Information Theory for Speaker Verification
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
A Consistency-Constrained Feature Selection Algorithm with the Steepest Descent Method
MDAI '09 Proceedings of the 6th International Conference on Modeling Decisions for Artificial Intelligence
Classification of EEG for Affect Recognition: An Adaptive Approach
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Concept detection in longitudinal brain MR images using multi-modal cues
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
An Information Theory framework for two-stage binary image operator design
Pattern Recognition Letters
Feature Selection for Gene Expression Using Model-Based Entropy
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Information theoretic feature extraction for audio-visual speech recognition
IEEE Transactions on Signal Processing
Feature selection and granular SVM classification for protein arginine methylation identification
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
IPCM separability ratio for supervised feature selection
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Selecting discrete and continuous features based on neighborhood decision error minimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Bagging Constraint Score for feature selection with pairwise constraints
Pattern Recognition
A hybrid biometric cryptosystem for securing fingerprint minutiae templates
Pattern Recognition Letters
Biological network inference using redundancy analysis
BIRD'07 Proceedings of the 1st international conference on Bioinformatics research and development
Learning Bayesian networks with combination of MRMR criterion and EMI method
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Information Sciences: an International Journal
Malware detection based on mining API calls
Proceedings of the 2010 ACM Symposium on Applied Computing
Expression microarray classification using topic models
Proceedings of the 2010 ACM Symposium on Applied Computing
A novel information theory method for filter feature selection
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
An improved greedy Bayesian network learning algorithm on limited data
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Classifying EEG data into different memory loads across subjects
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
SVM-RFE with relevancy and redundancy criteria for gene selection
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
A novel ordering-based Greedy Bayesian network learning algorithm on limited data
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Hybrid methods to select informative gene sets in microarray data classification
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Conditional mutual information based feature selection for classification task
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Random relevant and non-redundant feature subspaces for co-training
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
A novel metric for redundant gene elimination based on discriminative contribution
ISBRA'08 Proceedings of the 4th international conference on Bioinformatics research and applications
Image annotation by incorporating word correlations into multi-class SVM
ICNC'09 Proceedings of the 5th international conference on Natural computation
Co-training with relevant random subspaces
Neurocomputing
Feature Selection via Maximizing Fuzzy Dependency
Fundamenta Informaticae
LIBGS: A MATLAB software package for gene selection
International Journal of Data Mining and Bioinformatics
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans - Special issue on recent advances in biometrics
Novel maximum-margin training algorithms for supervised neural networks
IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks
Journal of Intelligent Information Systems
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Partition-conditional ICA for Bayesian classification of microarray data
Expert Systems with Applications: An International Journal
Layered architecture for real time sign recognition: Hand gesture and movement
Engineering Applications of Artificial Intelligence
Automatic classification of lymphoma images with transform-based global features
IEEE Transactions on Information Technology in Biomedicine
Robust relief-feature weighting, margin maximization, and fuzzy optimization
IEEE Transactions on Fuzzy Systems
Soft fuzzy rough sets for robust feature evaluation and selection
Information Sciences: an International Journal
Quadratic Programming Feature Selection
The Journal of Machine Learning Research
Selecting feature frames for automatic speaker recognition using mutual information
IEEE Transactions on Audio, Speech, and Language Processing
Independent component analysis by entropy bound minimization
IEEE Transactions on Signal Processing
A new approach for EEG signal classification of schizophrenic and control participants
Expert Systems with Applications: An International Journal
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
A comparison of feature-selection methods for intrusion detection
MMM-ACNS'10 Proceedings of the 5th international conference on Mathematical methods, models and architectures for computer network security
KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management
Multimodal emotion recognition based on the decoupling of emotion and speaker information
TSD'10 Proceedings of the 13th international conference on Text, speech and dialogue
Machine learning study of DNA binding by transcription factors from the LacI family
PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics
SFFS-MR: a floating search strategy for GRNs inference
PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics
Hub gene selection methods for the reconstruction of transcription networks
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Hierarchical multiple sensor fusion using structurally learned Bayesian network
WH '10 Wireless Health 2010
Feature extraction and classifier combination for image-based sketch recognition
Proceedings of the Seventh Sketch-Based Interfaces and Modeling Symposium
Theory and application of equal length cycle cellular automata (ELCCA) for enzyme classification
ACRI'10 Proceedings of the 9th international conference on Cellular automata for research and industry
DTI based diagnostic prediction of a disease via pattern classification
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Estimating redundancy information of selected features in multi-dimensional pattern classification
Pattern Recognition Letters
International Journal of Approximate Reasoning
Engineering Applications of Artificial Intelligence
Adapt the mRMR criterion for unsupervised feature selection
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
A sparse nearest mean classifier for high dimensional multi-class problems
Pattern Recognition Letters
Combining shape, texture and intensity features for cell nuclei extraction in Pap smear images
Pattern Recognition Letters
A dimensionality reduction based on feature quality measure
Proceedings of the First International Conference on Intelligent Interactive Technologies and Multimedia
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
MCV'10 Proceedings of the 2010 international MICCAI conference on Medical computer vision: recognition techniques and applications in medical imaging
A new feature extraction and selection scheme for hybrid fault diagnosis of gearbox
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A new prediction strategy for price spike forecasting of day-ahead electricity markets
Applied Soft Computing
Mutual information-based feature selection for intrusion detection systems
Journal of Network and Computer Applications
Class-dependent projection based method for text categorization
Pattern Recognition Letters
A novel evolutionary method to search interesting association rules by keywords
Expert Systems with Applications: An International Journal
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
GP-based electricity price forecasting
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
A graph-based approach to feature selection
GbRPR'11 Proceedings of the 8th international conference on Graph-based representations in pattern recognition
A filter based feature selection approach using lempel ziv complexity
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Improving text classification with concept index terms and expansion terms
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 Sciences: an International Journal
Information-theoretic approaches to SVM feature selection for metagenome read classification
Computational Biology and Chemistry
A game theoretic approach for feature clustering and its application to feature selection
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Feature Selection for Gender Classification
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Unsupervised joint feature discretization and selection
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Prediction of socioeconomic levels using cell phone records
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Recognition of hearing needs from body and eye movements to improve hearing instruments
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Fast wrapper feature subset selection in high-dimensional datasets by means of filter re-ranking
Knowledge-Based Systems
Weighted mutual information for feature selection
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Discrimination of gaze directions using low-level eye image features
Proceedings of the 1st international workshop on pervasive eye tracking & mobile eye-based interaction
Recognition of visual memory recall processes using eye movement analysis
Proceedings of the 13th international conference on Ubiquitous computing
Feature selection with mutual information for uncertain data
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
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
Non-redundant subgroup discovery in large and complex data
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
A hybrid approach to feature subset selection for brain-computer interface design
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Expert Systems with Applications: An International Journal
Feature subset selection wrapper based on mutual information and rough sets
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
Journal of Biomedical Imaging
Robust large scale prone-supine polyp matching using local features: a metric learning approach
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
An effective feature selection method using dynamic information criterion
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
Mutual information criteria for feature selection
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Expert Systems with Applications: An International Journal
An efficient fuzzy rough approach for feature selection
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Selection of optimal features for digital modulation recognition
ICOSSSE'11 Proceedings of the 10th WSEAS international conference on System science and simulation in engineering
Investigating the use of formant based features for detection of affective dimensions in speech
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II
Feature selection using hierarchical feature clustering
Proceedings of the 20th ACM international conference on Information and knowledge management
Coarse-to-fine classification via parametric and nonparametric models for computer-aided diagnosis
Proceedings of the 20th ACM international conference on Information and knowledge management
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Software fault localization using feature selection
Proceedings of the International Workshop on Machine Learning Technologies in Software Engineering
Balancing energy, latency and accuracy for mobile sensor data classification
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
Complexity analysis using nonuniform embedding techniques for voice pathological discrimination
NOLISP'11 Proceedings of the 5th international conference on Advances in nonlinear speech processing
Computer Vision and Image Understanding
DClusterE: A Framework for Evaluating and Understanding Document Clustering Using Visualization
ACM Transactions on Intelligent Systems and Technology (TIST)
Design of a feature set for face recognition problem
ISCIS'06 Proceedings of the 21st international conference on Computer and Information Sciences
Find the intrinsic space for multiclass classification
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Conditional infomax learning: an integrated framework for feature extraction and fusion
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Semantic relation extraction for automatically building domain ontology using a link grammar
Proceedings of the 2011 ACM Symposium on Research in Applied Computation
Computers in Biology and Medicine
Feature subset selection with cumulate conditional mutual information minimization
Expert Systems with Applications: An International Journal
Feature selection for complex patterns
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Data Mining and Knowledge Discovery
Multimodal recognition of reading activity in transit using body-worn sensors
ACM Transactions on Applied Perception (TAP)
Computational Biology and Chemistry
Feature interaction in subspace clustering using the Choquet integral
Pattern Recognition
A new maximum-relevance criterion for significant gene selection
PRIB'06 Proceedings of the 2006 international conference on Pattern Recognition in Bioinformatics
Towards pervasive eye tracking using low-level image features
Proceedings of the Symposium on Eye Tracking Research and Applications
Distinguishing Facial Features for Ethnicity-Based 3D Face Recognition
ACM Transactions on Intelligent Systems and Technology (TIST)
Feature selection based on run covering
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
NOLISP'09 Proceedings of the 2009 international conference on Advances in Nonlinear Speech Processing
Idea: opcode-sequence-based malware detection
ESSoS'10 Proceedings of the Second international conference on Engineering Secure Software and Systems
ECG classification using ICA features and support vector machines
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I
Statistical Performance Modeling in Functional Instruction Set Simulators
ACM Transactions on Embedded Computing Systems (TECS)
Position Paper: A general framework for Dynamic Emulation Modelling in environmental problems
Environmental Modelling & Software
Data-driven dynamic emulation modelling for the optimal management of environmental systems
Environmental Modelling & Software
Feature evaluation and selection with cooperative game theory
Pattern Recognition
Dimensionality reduction by Mixed Kernel Canonical Correlation Analysis
Pattern Recognition
Situated learning of visual robot behaviors
ICIRA'11 Proceedings of the 4th international conference on Intelligent Robotics and Applications - Volume Part I
The Journal of Machine Learning Research
Feature selection for MAUC-oriented classification systems
Neurocomputing
Information Processing and Management: an International Journal
A New Unsupervised Feature Ranking Method for Gene Expression Data Based on Consensus Affinity
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
An unsupervised approach to feature discretization and selection
Pattern Recognition
Improving relevance measures using genetic programming
EuroGP'12 Proceedings of the 15th European conference on Genetic Programming
Improving the ranking quality of medical image retrieval using a genetic feature selection method
Decision Support Systems
Efficient classifiers for multi-class classification problems
Decision Support Systems
An information theoretic approach for feature selection
Security and Communication Networks
Robotics and Autonomous Systems
A reduct derived from feature selection
Pattern Recognition Letters
Sample aware embedded feature selection for reinforcement learning
Proceedings of the 14th annual conference on Genetic and evolutionary computation
New evolutionary approaches to high-dimensional data
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
A novel feature selection method based on normalized mutual information
Applied Intelligence
Unsupervised feature selection for linked social media data
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient feature selection filters for high-dimensional data
Pattern Recognition Letters
Choice modeling and the brain: A study on the Electroencephalogram (EEG) of preferences
Expert Systems with Applications: An International Journal
Nearest neighbor estimate of conditional mutual information in feature selection
Expert Systems with Applications: An International Journal
Selection of vocal features for Parkinson's Disease diagnosis
International Journal of Data Mining and Bioinformatics
n-Gram modeling of relevant features for lip-reading
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
EuroHaptics'12 Proceedings of the 2012 international conference on Haptics: perception, devices, mobility, and communication - Volume Part I
Finding emotion in image descriptions
Proceedings of the First International Workshop on Issues of Sentiment Discovery and Opinion Mining
Summarizing the differences from microblogs
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Personalized resource categorisation in folksonomies
Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics
An effective early fraud detection method for online auctions
Electronic Commerce Research and Applications
Online feature selection for mining big data
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Localized graph-based feature selection for clustering
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
Measuring stability of feature ranking techniques: a noise-based approach
International Journal of Business Intelligence and Data Mining
Modeling spectral data based on mutual information and kernel extreme learning machines
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
Entropic feature discrimination ability for pattern classification based on neural IAL
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
Forward feature selection based on approximate markov blanket
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
ECG classification based on non-cardiology feature
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Computer Methods and Programs in Biomedicine
Hypergraph based information-theoretic feature selection
Pattern Recognition Letters
International Journal of Data Mining and Bioinformatics
Predicting linear B-cell epitopes by using sequence-derived structural and physicochemical features
International Journal of Data Mining and Bioinformatics
Person independent 3D facial expression recognition by a selected ensemble of SIFT descriptors
EG 3DOR'10 Proceedings of the 3rd Eurographics conference on 3D Object Retrieval
On the development of an automatic voice pleasantness classification and intensity estimation system
Computer Speech and Language
Biological interpretation of morphological patterns in histopathological whole-slide images
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Sensor selection to support practical use of health-monitoring smart environments
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Lip peripheral motion for visual surveillance
Proceedings of the Fifth International Conference on Security of Information and Networks
Elastic net for paralinguistic speech recognition
Proceedings of the 14th ACM international conference on Multimodal interaction
A smile can reveal your age: enabling facial dynamics in age estimation
Proceedings of the 20th ACM international conference on Multimedia
Graph classification: a diversified discriminative feature selection approach
Proceedings of the 21st ACM international conference on Information and knowledge management
A new feature selection algorithm and composite neural network for electricity price forecasting
Engineering Applications of Artificial Intelligence
Mutual information based input feature selection for classification problems
Decision Support Systems
Texture feature ranking with relevance learning to classify interstitial lung disease patterns
Artificial Intelligence in Medicine
Divergence-based feature selection for separate classes
Neurocomputing
Automated feature weighting in naive bayes for high-dimensional data classification
Proceedings of the 21st ACM international conference on Information and knowledge management
Classifying patterns with missing values using Multi-Task Learning perceptrons
Expert Systems with Applications: An International Journal
Feature subset selection using separability index matrix
Information Sciences: an International Journal
Feature selection using dynamic weights for classification
Knowledge-Based Systems
Computers and Electrical Engineering
UPM-3D facial expression recognition Database(UPM-3DFE)
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Are you really smiling at me? spontaneous versus posed enjoyment smiles
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Learning compact visual attributes for large-scale image classification
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Hypergraph spectra for semi-supervised feature selection
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
New class-dependent feature transformation for intrusion detection systems
Security and Communication Networks
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
Investigating Topic Models' Capabilities in Expression Microarray Data Classification
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Attribute selection based on a new conditional entropy for incomplete decision systems
Knowledge-Based Systems
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
Hypergraph spectra for unsupervised feature selection
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
Score-based methods for learning Markov boundaries by searching in constrained spaces
Data Mining and Knowledge Discovery
RFS: Efficient feature selection method based on R-value
Computers in Biology and Medicine
Engineering Applications of Artificial Intelligence
Information-theoretic selection of high-dimensional spectral features for structural recognition
Computer Vision and Image Understanding
Unsupervised fuzzy-rough set-based dimensionality reduction
Information Sciences: an International Journal
Opcode sequences as representation of executables for data-mining-based unknown malware detection
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Multi objective SNP selection using pareto optimality
Computational Biology and Chemistry
An efficient algorithm for feature selection with feature correlation
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Optimal feature selection for sentiment analysis
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
RoomSense: an indoor positioning system for smartphones using active sound probing
Proceedings of the 4th Augmented Human International Conference
Feature selection for medical diagnosis: Evaluation for cardiovascular diseases
Expert Systems with Applications: An International Journal
An accelerator for attribute reduction based on perspective of objects and attributes
Knowledge-Based Systems
Selection of interdependent genes via dynamic relevance analysis for cancer diagnosis
Journal of Biomedical Informatics
International Journal of Data Mining and Bioinformatics
A local information-based feature-selection algorithm for data regression
Pattern Recognition
Case-based reasoning in comparative effectiveness research
IBM Journal of Research and Development
Cascading outbreak prediction in networks: a data-driven approach
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
FIU-Miner: a fast, integrated, and user-friendly system for data mining in distributed environment
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Large Margin Subspace Learning for feature selection
Pattern Recognition
Journal of Information Science
A tutorial on human activity recognition using body-worn inertial sensors
ACM Computing Surveys (CSUR)
Performance evaluation of edge-directed interpolation methods for noise-free images
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
GLocal structural feature selection with sparsity for multimedia data understanding
Proceedings of the 21st ACM international conference on Multimedia
Stable Feature Selection with Minimal Independent Dominating Sets
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Computers in Biology and Medicine
Mutual information-based method for selecting informative feature sets
Pattern Recognition
Feature Interaction Maximisation
Pattern Recognition Letters
Expert Systems with Applications: An International Journal
Lifestreams: a modular sense-making toolset for identifying important patterns from everyday life
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Identifying informative genes for prediction of breast cancer subtypes
PRIB'13 Proceedings of the 8th IAPR international conference on Pattern Recognition in Bioinformatics
Nonlinear dynamic analysis of pathological voices
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Facing reality: an industrial view on large scale use of facial expression analysis
Proceedings of the 2013 on Emotion recognition in the wild challenge and workshop
International Journal of Data Mining and Bioinformatics
Exact top-k feature selection via l2,0-norm constraint
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
An investigation into the application of ensemble learning for entailment classification
Information Processing and Management: an International Journal
Fuzzy rough based regularization in Generalized Multiple Kernel Learning
Computers & Mathematics with Applications
Robust feature selection based on regularized brownboost loss
Knowledge-Based Systems
Control-flow integrity principles, implementations, and applications
ACM Transactions on Information and System Security (TISSEC)
A novel feature selection method and its application
Journal of Intelligent Information Systems
A new matching strategy for content based image retrieval system
Applied Soft Computing
PLS-based recursive feature elimination for high-dimensional small sample
Knowledge-Based Systems
Engineering Applications of Artificial Intelligence
Joint Laplacian feature weights learning
Pattern Recognition
Computers in Biology and Medicine
A threshold fuzzy entropy based feature selection for medical database classification
Computers in Biology and Medicine
Computers in Biology and Medicine
Time-efficient estimation of conditional mutual information for variable selection in classification
Computational Statistics & Data Analysis
Feature enrichment and selection for transductive classification on networked data
Pattern Recognition Letters
Efficient feature size reduction via predictive forward selection
Pattern Recognition
Supervised feature subset selection with ordinal optimization
Knowledge-Based Systems
Combining multiple views: Case studies on protein and arrhythmia features
Engineering Applications of Artificial Intelligence
Learning dependence from samples
International Journal of Bioinformatics Research and Applications
A survey on feature selection methods
Computers and Electrical Engineering
Global geometric similarity scheme for feature selection in fault diagnosis
Expert Systems with Applications: An International Journal
Image and Vision Computing
Integration of dense subgraph finding with feature clustering for unsupervised feature selection
Pattern Recognition Letters
A real-time transportation prediction system
Applied Intelligence
Saliency based mass detection from screening mammograms
Signal Processing
Mining sequential patterns with extensible knowledge representation
Intelligent Data Analysis
Mutual information evaluation: A way to predict the performance of feature weighting on clustering
Intelligent Data Analysis
A feature selection method using improved regularized linear discriminant analysis
Machine Vision and Applications
A novel class dependent feature selection method for cancer biomarker discovery
Computers in Biology and Medicine
Ensemble classification of colon biopsy images based on information rich hybrid features
Computers in Biology and Medicine
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Feature selection is an important problem for pattern classification systems. We study how to select good features according to the maximal statistical dependency criterion based on mutual information. Because of the difficulty in directly implementing the maximal dependency condition, we first derive an equivalent form, called minimal-redundancy-maximal-relevance criterion (mRMR), for first-order incremental feature selection. Then, we present a two-stage feature selection algorithm by combining mRMR and other more sophisticated feature selectors (e.g., wrappers). This allows us to select a compact set of superior features at very low cost. We perform extensive experimental comparison of our algorithm and other methods using three different classifiers (naive Bayes, support vector machine, and linear discriminate analysis) and four different data sets (handwritten digits, arrhythmia, NCI cancer cell lines, and lymphoma tissues). The results confirm that mRMR leads to promising improvement on feature selection and classification accuracy.