A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
On the Optimality of the Backward Greedy Algorithm for the Subset Selection Problem
SIAM Journal on Matrix Analysis and Applications
Machine Learning
Choosing Multiple Parameters for Support Vector Machines
Machine Learning
Gradient-Based Optimization of Hyperparameters
Neural Computation
Bounds on Error Expectation for Support Vector Machines
Neural Computation
An introduction to variable and feature selection
The Journal of Machine Learning Research
Using recursive classification to discover predictive features
Proceedings of the 2005 ACM symposium on Applied computing
Semisupervised Learning for Molecular Profiling
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Variable selection in kernel Fisher discriminant analysis by means of recursive feature elimination
Computational Statistics & Data Analysis
Non-parametric classifier-independent feature selection
Pattern Recognition
A penalized criterion for variable selection in classification
Journal of Multivariate Analysis
Analysis of SVM regression bounds for variable ranking
Neurocomputing
Feature selection for the SVM: An application to hypertension diagnosis
Expert Systems with Applications: An International Journal
Direct convex relaxations of sparse SVM
Proceedings of the 24th international conference on Machine learning
A hybrid genetic algorithm for feature selection wrapper based on mutual information
Pattern Recognition Letters
Multiclass SVM-RFE for product form feature selection
Expert Systems with Applications: An International Journal
An Information Criterion for Variable Selection in Support Vector Machines
The Journal of Machine Learning Research
Kernel discriminant analysis based feature selection
Neurocomputing
Visual Methods for Examining SVM Classifiers
Visual Data Mining
Support Vector Based T-Score for Gene Ranking
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Expert Systems with Applications: An International Journal
Computational Statistics & Data Analysis
Evaluating switching neural networks through artificial and real gene expression data
Artificial Intelligence in Medicine
A wrapper method for feature selection using Support Vector Machines
Information Sciences: an International Journal
Non-monotonic feature selection
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
A memetic algorithm for gene selection and molecular classification of cancer
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Efficient linearization of tree kernel functions
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
Design of input vector for day-ahead price forecasting of electricity markets
Expert Systems with Applications: An International Journal
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
Gene extraction for cancer diagnosis by support vector machines-An improvement
Artificial Intelligence in Medicine
Feature subset selection for improved native accent identification
Speech Communication
Reverse engineering of tree kernel feature spaces
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Selective enhancement learning in competitive learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
The Journal of Machine Learning Research
Noise-based feature perturbation as a selection method for microarray data
ISBRA'07 Proceedings of the 3rd international conference on Bioinformatics research and applications
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
Input selection for radial basis function networks by constrained optimization
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 study of crossover operators for gene selection of microarray data
EA'07 Proceedings of the Evolution artificielle, 8th international conference on Artificial evolution
First and second order sensitivity analysis of MLP
Neurocomputing
Feature selection for SVM via optimization of kernel polarization with Gaussian ARD kernels
Expert Systems with Applications: An International Journal
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
Expectation Propagation for microarray data classification
Pattern Recognition Letters
An unsupervised self-organizing learning with support vector ranking for imbalanced datasets
Expert Systems with Applications: An International Journal
Variable selection using random forests
Pattern Recognition Letters
Simultaneous feature selection and classification using kernel-penalized support vector machines
Information Sciences: an International Journal
Discriminative codeword selection for image representation
Proceedings of the international conference on Multimedia
Mining concept similarities for heterogeneous ontologies
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Using a priori knowledge to classify in vivo images of the lung
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Part-based feature synthesis for human detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
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
Recursive Mahalanobis Separability Measure for Gene Subset Selection
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
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
Support vector machines for inhabitant identification in smart houses
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
SVM-RFE based feature selection for tandem mass spectrum quality assessment
International Journal of Data Mining and Bioinformatics
SVM based feature selection: why are we using the dual?
IBERAMIA'10 Proceedings of the 12th Ibero-American conference on Advances in artificial intelligence
Expert Systems with Applications: An International Journal
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Improved support vector machines with distance metric learning
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Expert Systems with Applications: An International Journal
Forex trend classification using machine learning techniques
ACS'11 Proceedings of the 11th WSEAS international conference on Applied computer science
A new hybrid ant colony optimization algorithm for feature selection
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Segmentation evaluation using a support vector machine
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Feature selection based on kernel discriminant analysis
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
MICCAI'05 Proceedings of the 8th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
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
SVM classifier incorporating feature selection using GA for spam detection
EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous 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
Gene selection through sensitivity analysis of support vector machines
CompLife'05 Proceedings of the First international conference on Computational Life Sciences
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
Embedded feature selection for support vector machines: state-of-the-art and future challenges
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Feature selection for dimensionality reduction
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Computers in Biology and Medicine
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
Structural feature selection for connectivity network-based MCI diagnosis
MBIA'12 Proceedings of the Second international conference on Multimodal Brain Image Analysis
Facial image medical analysis system using quantitative chromatic feature
Expert Systems with Applications: An International Journal
Partial Least Square Discriminant Analysis for bankruptcy prediction
Decision Support Systems
A local information-based feature-selection algorithm for data regression
Pattern Recognition
Comparison of text feature selection policies and using an adaptive framework
Expert Systems with Applications: An International Journal
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
DCA based algorithms for feature selection in semi-supervised support vector machines
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Robust unsupervised feature selection
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Silent speech decoder using adaptive collection
Proceedings of the companion publication of the 19th international conference on Intelligent User Interfaces
Information Sciences: an International Journal
White box radial basis function classifiers with component selection for clinical prediction models
Artificial Intelligence in Medicine
Intelligent Data Analysis
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We propose new methods to evaluate variable subset relevance with a view to variable selection. Relevance criteria are derived from Support Vector Machines and are based on weight vector ||w||2 or generalization error bounds sensitivity with respect to a variable. Experiments on linear and non-linear toy problems and real-world datasets have been carried out to assess the effectiveness of these criteria. Results show that the criterion based on weight vector derivative achieves good results and performs consistently well over the datasets we used.