Estimating attributes: analysis and extensions of RELIEF

A Review and Empirical Evaluation of Feature Weighting Methods for aClass of Lazy Learning Algorithms

Artificial Intelligence Review - Special issue on lazy learning

An Exact Probability Metric for Decision Tree Splitting and Stopping

Machine Learning

Axiomatic Approach to Feature Subset Selection Based on Relevance

IEEE Transactions on Pattern Analysis and Machine Intelligence

Unsupervised Feature Selection Using Feature Similarity

IEEE Transactions on Pattern Analysis and Machine Intelligence

Overcoming the Myopia of Inductive Learning Algorithms with RELIEFF

Applied Intelligence

A Survey of Methods for Scaling Up Inductive Algorithms

Data Mining and Knowledge Discovery

High-Performance Commercial Data Mining: A Multistrategy Machine Learning Application

Data Mining and Knowledge Discovery

A Formalism for Relevance and Its Application in Feature Subset Selection

Machine Learning

Feature Transformation by Function Decomposition

IEEE Intelligent Systems

A Unified Framework for Evaluation Metrics in Classification Using Decision Trees

EMCL '01 Proceedings of the 12th European Conference on Machine Learning

GD: A Measure Based on Information Theory for Attribute Selection

IBERAMIA '98 Proceedings of the 6th Ibero-American Conference on AI: Progress in Artificial Intelligence

Asymmetric Neighbourhood Selection and Support Aggregation for Effective Classification

IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence

SOAP: Efficient Feature Selection of Numeric Attributes

IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence

Machine Learning in Stepwise Diagnostic Process

AIMDM '99 Proceedings of the Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making

Genetic Algorithms to Optimise CBR Retrieval

EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning

Learning Feature Weights from Case Order Feedback

ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development

Text Categorization Using Weight Adjusted k-Nearest Neighbor Classification

PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining

Function Decomposition in Machine Learning

Machine Learning and Its Applications, Advanced Lectures

Feature selection based on a modified fuzzy C-means algorithm with supervision

Information Sciences—Informatics and Computer Science: An International Journal

Data reduction: feature selection

Handbook of data mining and knowledge discovery

On learning to predict web traffic

Decision Support Systems - Special issue: Web data mining

An application of machine learning in the diagnosis of ischaemic heart disease

CBMS '97 Proceedings of the 10th IEEE Symposium on Computer-Based Medical Systems (CBMS '97)

Automatic Feature Selection with Applications to Script Identification of Degraded Documents

ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2

Theoretical and Empirical Analysis of ReliefF and RReliefF

Machine Learning

Data Mining for Generating Predictive Models of Local Hydrology

Applied Intelligence

Benchmarking Attribute Selection Techniques for Discrete Class Data Mining

IEEE Transactions on Knowledge and Data Engineering

A visualization model of interactive knowledge discovery systems and its implementations

Information Visualization

Efficiently handling feature redundancy in high-dimensional data

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining

Consistency-based search in feature selection

Artificial Intelligence

Exploring the use of linguistic features in domain and genre classification

EACL '99 Proceedings of the ninth conference on European chapter of the Association for Computational Linguistics

Parameter Tuning for Induction-Algorithm-Oriented Feature Elimination

IEEE Intelligent Systems

Developing classification techniques from biological databases using simulated annealing

Metaheuristics

CLIP4: hybrid inductive machine learning algorithm that generates inequality rules

Information Sciences: an International Journal - Special issue: Soft computing data mining

Redundant feature elimination for multi-class problems

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Feature Selection for Unsupervised Learning

The Journal of Machine Learning Research

Simultaneous Feature Selection and Clustering Using Mixture Models

IEEE Transactions on Pattern Analysis and Machine Intelligence

Application of Relief-F Feature Filtering Algorithm to Selecting Informative Genes for Cancer Classification Using Microarray Data

CSB '04 Proceedings of the 2004 IEEE Computational Systems Bioinformatics Conference

A selective sampling approach to active feature selection

Artificial Intelligence

Toward Integrating Feature Selection Algorithms for Classification and Clustering

IEEE Transactions on Knowledge and Data Engineering

A New Dependency and Correlation Analysis for Features

IEEE Transactions on Knowledge and Data Engineering

Fast feature selection by means of projections

IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence

Optimization-based feature selection with adaptive instance sampling

Computers and Operations Research

Iterative RELIEF for feature weighting

ICML '06 Proceedings of the 23rd international conference on Machine learning

Intelligent data analysis for medical diagnosis: using machine learning and temporal abstraction

AI Communications

Feature selection for air quality forecasting: a genetic algorithm approach

AI Communications - Binding Environmental Sciences and Artificial Intelligence

Non-parametric classifier-independent feature selection

Pattern Recognition

Evaluation of ordinal attributes at value level

Data Mining and Knowledge Discovery

Learning the users' preferences in e-commerce: A weight-adjustment approach

International Journal of Knowledge-based and Intelligent Engineering Systems - Soft Computing and its Applications to E-Business

Feature salience definition and estimation and its use in feature subset selection

Intelligent Data Analysis

A fast and effective method to find correlations among attributes in databases

Data Mining and Knowledge Discovery

Automatic web pages categorization with ReliefF and Hidden Naive Bayes

Proceedings of the 2007 ACM symposium on Applied computing

Data Mining Static Code Attributes to Learn Defect Predictors

IEEE Transactions on Software Engineering

Iterative RELIEF for Feature Weighting: Algorithms, Theories, and Applications

IEEE Transactions on Pattern Analysis and Machine Intelligence

Feature selection in a kernel space

Proceedings of the 24th international conference on Machine learning

Generating semantically enriched user profiles for Web personalization

ACM Transactions on Internet Technology (TOIT)

Fuzzy feature selection based on min-max learning rule and extension matrix

Pattern Recognition

Setting attribute weights for k-NN based binary classification via quadratic programming

Intelligent Data Analysis

Reducing complex attribute interaction through non-algebraic feature construction

AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications

Feature selection and classification model construction on type 2 diabetic patients' data

Artificial Intelligence in Medicine

Using genetic feature selection for improving cyber attack detection rate

ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology

Application of irregular and unbalanced data to predict diabetic nephropathy using visualization and feature selection methods

Artificial Intelligence in Medicine

Data dimensionality reduction with application to improving classification performance and explaining concepts of data sets

International Journal of Business Intelligence and Data Mining

Strangeness-based feature weighting and classification of gene expression profiles

Proceedings of the 2008 ACM symposium on Applied computing

Hierarchical fuzzy filter method for unsupervised feature selection

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

Evolutionary approach to combined multiple models tuning

International Journal of Knowledge-based and Intelligent Engineering Systems - Extended papers selected from KES-2006

A lazy bagging approach to classification

Pattern Recognition

Incremental GRLVQ: Learning relevant features for 3D object recognition

Neurocomputing

FAST: a roc-based feature selection metric for small samples and imbalanced data classification problems

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

Stable Relief in feature weighting

AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases

Feature selection strategies for poorly correlated data: correlation coefficient considered harmful

AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases

Novel Extension of k - TSP Algorithm for Microarray Classification

IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence

FARS: A Multi-relational Feature and Relation Selection Approach for Efficient Classification

ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications

Scalable Feature Selection for Multi-class Problems

ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I

Improving k-Nearest Neighbour Classification with Distance Functions Based on Receiver Operating Characteristics

ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I

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

Ant Colony Optimization for Genome-Wide Genetic Analysis

ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence

Learning Similarity Functions from Qualitative Feedback

ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning

Searching for Interacting Features for Spam Filtering

ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks

Phase correlation based redundancy removal in feature weighting band selection for hyperspectral images

International Journal of Remote Sensing

Performance of feature-selection methods in the classification of high-dimension data

Pattern Recognition

Feature Selection and Classification for Small Gene Sets

PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics

Exploring the boundary region of tolerance rough sets for feature selection

Pattern Recognition

Feature selection with dynamic mutual information

Pattern Recognition

A New Approach for Personal Identification Based on dVCG

IEICE - Transactions on Information and Systems

Solving complex problems in human genetics using GP: challenges and opportunities

ACM SIGEVOlution

Optimal Use of Expert Knowledge in Ant Colony Optimization for the Analysis of Epistasis in Human Disease

EvoBIO '09 Proceedings of the 7th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics

Similarity-Based Feature Selection for Learning from Examples with Continuous Values

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

On the value of combining feature subset selection with genetic algorithms: faster learning of coverage models

PROMISE '09 Proceedings of the 5th International Conference on Predictor Models in Software Engineering

Feature selection based on loss-margin of nearest neighbor classification

Pattern Recognition

Searching for interacting features in subset selection

Intelligent Data Analysis

A neural network classifier with rough set-based feature selection to classify multiclass IC package products

Advanced Engineering Informatics

Demoting redundant features to improve the discriminatory ability in cancer data

Journal of Biomedical Informatics

Pre-processing Techniques for the QSAR Problem

Proceedings of the 2008 conference on New Trends in Multimedia and Network Information Systems

Gas Turbine Fault Diagnosis using Random Forests

Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence

Robust Gene Selection from Microarray Data with a Novel Markov Boundary Learning Method: Application to Diabetes Analysis

ECSQARU '09 Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty

Kernelized Fuzzy Rough Sets

RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology

Subgroup Discovery in Data Sets with Multi---dimensional Responses: A Method and a Case Study in Traumatology

AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine

Searching for interacting features

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

An optimization of ReliefF for classification in large datasets

Data & Knowledge Engineering

Partial and vague knowledge for similarity measures

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence

On biases in estimating multi-valued attributes

IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2

Machine learning in prognosis of the femoral neck fracture recovery

Artificial Intelligence in Medicine

GUEST EDITORIAL: Computational intelligence in solving bioinformatics problems

Artificial Intelligence in Medicine

ReliefMSS: a variation on a feature ranking ReliefF algorithm

International Journal of Business Intelligence and Data Mining

Gene selection from microarray data for cancer classification-a machine learning approach

Computational Biology and Chemistry

Supporting content-based image retrieval and computer-aided diagnosis systems with association rule-based techniques

Data & Knowledge Engineering

Efficient feature weighting methods for ranking

Proceedings of the 18th ACM conference on Information and knowledge management

Feature selection for aiding glass forensic evidence analysis

Intelligent Data Analysis

Sensible initialization using expert knowledge for genome-wide analysis of epistasis using genetic programming

CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation

Feature Selection via Maximizing Neighborhood Soft Margin

ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning

Learning Bayesian networks to perform feature selection

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

Using clustering to learn distance functions for supervised similarity assessment

Engineering Applications of Artificial Intelligence

On preprocessing data for financial credit risk evaluation

Expert Systems with Applications: An International Journal

SoFoCles: Feature filtering for microarray classification based on Gene Ontology

Journal of Biomedical Informatics

Fuzzy-CCM: A context-sensitive approach to fuzzy modeling

International Journal of Hybrid Intelligent Systems - Hybrid Fuzzy Models

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

The research of feature selection model based on the game theory

WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing

An SVM classifier incorporating simultaneous noise reduction and feature selection: illustrative case examples

Pattern Recognition

A six stage approach for the diagnosis of the Alzheimer's disease based on fMRI data

Journal of Biomedical Informatics

Ultrahigh Dimensional Feature Selection: Beyond The Linear Model

The Journal of Machine Learning Research

Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation

The Journal of Machine Learning Research

Unifying weighting and case reduction methods based on rough sets to improve retrieval

ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development

Active feature selection using classes

PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining

Tuning ReliefF for genome-wide genetic analysis

EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics

Weighted instance-based learning using representative intervals

MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence

Filter methods for feature selection: a comparative study

IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning

An expert knowledge-guided mutation operator for genome-wide genetic analysis using genetic programming

PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics

extraRelief: improving relief by efficient selection of instances

AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence

RISC: a new filter approach for feature selection from proteomic data

ICMB'08 Proceedings of the 1st international conference on Medical biometrics

Feature selection by nonparametric Bayes error minimization

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

A selective classifier for incomplete data

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

Generalized iterative RELIEF for supervised distance metric learning

Pattern Recognition

Increasing classification robustness with adaptive features

ICVS'08 Proceedings of the 6th international conference on Computer vision systems

A fast algorithm for hand gesture recognition using relief

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1

Collaborative optimization of clustering by fuzzy c-means and weight determination by ReliefF

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1

A user driven data mining process model and learning system

DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications

Feature selection for Bayesian network classifiers using the MDL-FS score

International Journal of Approximate Reasoning

A vision-based gesture recognition system for human-robot interaction

ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics

SVM-FuzCoC: A novel SVM-based feature selection method using a fuzzy complementary criterion

Pattern Recognition

Empirical evaluation of feature selection methods in classification

Intelligent Data Analysis

Assessment of the influence of adaptive components in trainable surface inspection systems

Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection

Feature selection of RAPD haplotypes for identifying peach palm (Bactris gasipaes) landraces using SVM

WSEAS Transactions on Computers

Robust relief-feature weighting, margin maximization, and fuzzy optimization

IEEE Transactions on Fuzzy Systems

Optimizing reservoir features in oil exploration management based on fusion of soft computing

Applied Soft Computing

Original paper: Supervised machine learning and heterotic classification of maize (Zea mays L.) using molecular marker data

Computers and Electronics in Agriculture

Feature selection for brain-computer interfaces

PAKDD'09 Proceedings of the 13th Pacific-Asia international conference on Knowledge discovery and data mining: new frontiers in applied data mining

Performance comparison of tumor classification based on linear and non-linear dimensionality reduction methods

ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing

Rough set based approaches to feature selection for Case-Based Reasoning classifiers

Pattern Recognition Letters

A comparison of machine learning techniques for detection of drug target articles

Journal of Biomedical Informatics

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

Individual attribute prior setting methods for naïve Bayesian classifiers

Pattern Recognition

Scaling up feature selection by means of democratization

IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II

A first machine learning approach to pronominal anaphora resolution in Basque

IBERAMIA'10 Proceedings of the 12th Ibero-American conference on Advances in artificial intelligence

Empirical study of feature selection methods based on individual feature evaluation for classification problems

Expert Systems with Applications: An International Journal

A dimensionality reduction based on feature quality measure

Proceedings of the First International Conference on Intelligent Interactive Technologies and Multimedia

On the discriminability of keystroke feature vectors used in fixed text keystroke authentication

Pattern Recognition Letters

Extended fast feature selection for classification modeling

ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers

Hybrid feature selection method for supervised classification based on Laplacian score ranking

MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition

Isolating and understanding concurrency errors using reconstructed execution fragments

Proceedings of the 32nd ACM SIGPLAN conference on Programming language design and implementation

An efficient statistical feature selection approach for classification of gene expression data

Journal of Biomedical Informatics

A supervised method to assist the diagnosis and monitor progression of Alzheimer's disease using data from an fMRI experiment

Artificial Intelligence in Medicine

An ensemble of filters and classifiers for microarray data classification

Pattern Recognition

Minimizing neighborhood evidential decision error for feature evaluation and selection based on evidence theory

Expert Systems with Applications: An International Journal

A method for scribe distinction in medieval manuscripts using page layout features

ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I

[KD3] A workflow-based application for exploration of biomedical data sets

Transactions on large-scale data- and knowledge-centered systems IV

ReliefF-MI: An extension of ReliefF to multiple instance learning

Neurocomputing

TC-VGC: A Tumor Classification System using Variations in Genes' Correlation

Computer Methods and Programs in Biomedicine

A soft-computing based rough sets classifier for classifying IPO returns in the financial markets

Applied Soft Computing

Software fault localization using feature selection

Proceedings of the International Workshop on Machine Learning Technologies in Software Engineering

Robust fitting of fluorescence spectra for pre-symptomatic wheat leaf rust detection with Support Vector Machines

Computers and Electronics in Agriculture

Exploiting expert knowledge in genetic programming for genome-wide genetic analysis

PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature

Using kNN model for automatic feature selection

ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I

Automatic band selection in multispectral images using mutual information-based clustering

CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications

Gene selection for classifying microarray data using grey relation analysis

DS'06 Proceedings of the 9th international conference on Discovery Science

Hyperspectral data selection from mutual information between image bands

SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition

Feature selection for retrieval purposes

ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I

Proximal SVM ensemble based on feature selection

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

Constructive meta-level feature selection method based on method repositories

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

A new test system for stability measurement of marker gene selection in DNA microarray data analysis

PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics

Sequential support vector machine classification for small-grain weed species discrimination with special regard to Cirsium arvense and Galium aparine

Computers and Electronics in Agriculture

Feature subset selection with cumulate conditional mutual information minimization

Expert Systems with Applications: An International Journal

A comparative study on feature reduction approaches in Hindi and Bengali named entity recognition

Knowledge-Based Systems

An evaluation of measures to dissociate language and communication disorders from healthy controls using machine learning techniques

Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium

Orthogonal relief algorithm for feature selection

ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I

A general weighted fuzzy clustering algorithm

ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II

Robust Classification Method of Tumor Subtype by Using Correlation Filters

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)

A hybrid feature selection algorithm for the QSAR problem

ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part I

Entropy on covers

Data Mining and Knowledge Discovery

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

Improving multi-relief for detecting specificity residues from multiple sequence alignments

EvoBIO'10 Proceedings of the 8th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics

The informative extremes: using both nearest and farthest individuals can improve relief algorithms in the domain of human genetics

EvoBIO'10 Proceedings of the 8th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics

Artificial immune systems for epistasis analysis in human genetics

EvoBIO'10 Proceedings of the 8th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics

A study on feature selection for toxicity prediction

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II

Feature selection with adjustable criteria

RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I

A new feature weighted fuzzy clustering algorithm

RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I

Dependency bagging

RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I

Evaluate with confidence estimation: machine ranking of translation outputs using grammatical features

WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation

Feature selection method using preferences aggregation

MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition

Knowledge-Rich similarity-based classification

ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development

Feature selection algorithm for data with both nominal and continuous features

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

A technique for learning similarities on complex structures with applications to extracting ontologies

AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence

A genetic approach to data dimensionality reduction using a special initial population

IWINAC'05 Proceedings of the First international work-conference on the Interplay Between Natural and Artificial Computation conference on Artificial Intelligence and Knowledge Engineering Applications: a bioinspired approach - Volume Part II

Analysis of feature rankings for classification

IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis

Relevancy in constraint-based subgroup discovery

Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases

Reducing dimensionality in multiple instance learning with a filter method

HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II

Microarray gene expression classification with few genes: Criteria to combine attribute selection and classification methods

Expert Systems with Applications: An International Journal

A study of applying dimensionality reduction to restrict the size of a hypothesis space

ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming

Feature selection and classification model construction on type 2 diabetic patient’s data

ICDM'04 Proceedings of the 4th international conference on Advances in Data Mining: applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications

Feature selection based on sensitivity analysis of fuzzy ISODATA

Neurocomputing

Evaluation of a probabilistic approach to classify incomplete objects using decision trees

DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications

Interactions between document representation and feature selection in text categorization

DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications

Analogy-based reasoning in classifier construction

Transactions on Rough Sets IV

Identifying a small set of marker genes using minimum expected cost of misclassification

Artificial Intelligence in Medicine

Feature weighted minimum distance classifier with multi-class confidence estimation

AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence

Unsupervised object ranking using not even weak experts

ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I

Improving the MLP learning by using a method to calculate the initial weights of the network based on the quality of similarity measure

MICAI'11 Proceedings of the 10th international conference on Artificial Intelligence: advances in Soft Computing - Volume Part II

Feature evaluation and selection with cooperative game theory

Pattern Recognition

Using 2d principal component analysis to reduce dimensionality of gene expression profiles for tumor classification

ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications

A rule-based method for identifying the factor structure in customer satisfaction

Information Sciences: an International Journal

Multidimensional local spatial autocorrelation measure for integrating spatial and spectral information in hyperspectral image band selection

Applied Intelligence

Large-margin feature selection for monotonic classification

Knowledge-Based Systems

Analyzing Online Review Helpfulness Using a Regressional ReliefF-Enhanced Text Mining Method

ACM Transactions on Management Information Systems (TMIS)

Application of global optimization methods to model and feature selection

Pattern Recognition

Consistency measures for feature selection: a formal definition, relative sensitivity comparison and a fast algorithm

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two

Short text classification improved by learning multi-granularity topics

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three

Machine learning for medical diagnosis: history, state of the art and perspective

Artificial Intelligence in Medicine

Evaluating defect prediction approaches: a benchmark and an extensive comparison

Empirical Software Engineering

A RELIEF-based modality weighting approach for multimodal information retrieval

Proceedings of the 2nd ACM International Conference on Multimedia Retrieval

Selecting feature subset via constraint association rules

PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II

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

Efficient feature selection filters for high-dimensional data

Pattern Recognition Letters

Integrating a differential evolution feature weighting scheme into prototype generation

Neurocomputing

Using cooperative game theory to optimize the feature selection problem

Neurocomputing

An effective early fraud detection method for online auctions

Electronic Commerce Research and Applications

Cast shadow detection based on semi-supervised learning

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

An adaption of relief for redundant feature elimination

ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II

Individual optimal feature selection based on comprehensive evaluation indexs

ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications

Selecting feature subset for high dimensional data via the propositional FOIL rules

Pattern Recognition

An Empirical Investigation of Filter Attribute Selection Techniques for High-Speed Network Traffic Flow Classification

Wireless Personal Communications: An International Journal

Extracting performance rules of suppliers in the manufacturing industry: an empirical study

Journal of Intelligent Manufacturing

Sensor selection to support practical use of health-monitoring smart environments

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

Evolutionary generation of neural network classifiers-An empirical comparison

Neurocomputing

Neighborhood effective information ratio for hybrid feature subset evaluation and selection

Neurocomputing

Two way focused classification

DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery

Quality estimation for machine translation output using linguistic analysis and decoding features

WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation

Divergence-based feature selection for separate classes

Neurocomputing

HyDR-MI: A hybrid algorithm to reduce dimensionality in multiple instance learning

Information Sciences: an International Journal

Machine learning methods to forecast temperature in buildings

Expert Systems with Applications: An International Journal

A comparative study of feature selection and machine learning techniques for sentiment analysis

Proceedings of the 2012 ACM Research in Applied Computation Symposium

Assisted descriptor selection based on visual comparative data analysis

EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization

Hybrid approach for diagnosing thyroid, hepatitis, and breast cancer based on correlation based feature selection and Naïve bayes

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV

Minimum-maximum local structure information for feature selection

Pattern Recognition Letters

Toward the scalability of neural networks through feature selection

Expert Systems with Applications: An International Journal

Training data selection with user's physical characteristics data for acceleration-based activity modeling

Personal and Ubiquitous Computing

Multiple threshold spatially uniform relieff for the genetic analysis of complex human diseases

EvoBIO'13 Proceedings of the 11th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics

Feature selection and classification of high dimensional mass spectrometry data: a genetic programming approach

EvoBIO'13 Proceedings of the 11th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics

Global top-scoring pair decision tree for gene expression data analysis

EuroGP'13 Proceedings of the 16th European conference on Genetic Programming

Load forecasting using a multivariate meta-learning system

Expert Systems with Applications: An International Journal

RPCA: a novel preprocessing method for PCA

Advances in Artificial Intelligence

Effective search for genetic-based machine learning systems via estimation of distribution algorithms and embedded feature reduction techniques

Neurocomputing

Assessing similarity of feature selection techniques in high-dimensional domains

Pattern Recognition Letters

A study of subgroup discovery approaches for defect prediction

Information and Software Technology

Class dependent feature weighting and k-nearest neighbor classification

PRIB'13 Proceedings of the 8th IAPR international conference on Pattern Recognition in Bioinformatics

ICP: A novel approach to predict prognosis of prostate cancer with inner-class clustering of gene expression data

Computers in Biology and Medicine

Exploring discriminatory features for automated malware classification

DIMVA'13 Proceedings of the 10th international conference on Detection of Intrusions and Malware, and Vulnerability Assessment

Machine learning based typology development in archaeology

Journal on Computing and Cultural Heritage (JOCCH)

The learning of adjectives and nouns from affordance and appearance features

Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems

Robust feature selection based on regularized brownboost loss

Knowledge-Based Systems

A novel feature selection method and its application

Journal of Intelligent Information Systems

Feature selection for high-dimensional multi-category data using PLS-based local recursive feature elimination

Expert Systems with Applications: An International Journal

PLS-based recursive feature elimination for high-dimensional small sample

Knowledge-Based Systems

User demographics prediction based on mobile data

Pervasive and Mobile Computing

A feature subset selection algorithm automatic recommendation method

Journal of Artificial Intelligence Research

White box radial basis function classifiers with component selection for clinical prediction models

Artificial Intelligence in Medicine

Integration of dense subgraph finding with feature clustering for unsupervised feature selection

Pattern Recognition Letters

Editor's Choice Article: Sparse feature selection based on graph Laplacian for web image annotation

Image and Vision Computing

Sharing hardware resources in heterogeneous computer-supported collaboration scenarios

Integrated Computer-Aided Engineering

Lazy attribute selection: Choosing attributes at classification time

Intelligent Data Analysis

A novel feature subset selection algorithm based on association rule mining

Intelligent Data Analysis