Evolutionary strategies for multi-scale radial basis function kernels in support vector machines
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
The Genetic Kernel Support Vector Machine: Description and Evaluation
Artificial Intelligence Review
Credit scoring with a data mining approach based on support vector machines
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A platform for the selection of genes in DNA microarraydata using evolutionary algorithms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Applying genetic algorithms and support vector machines to the gene selection problem
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - VIII Brazilian Symposium on Neural Networks
Evolutionary design of multiclass support vector machines
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - VIII Brazilian Symposium on Neural Networks
Expert Systems with Applications: An International Journal
A distributed PSO-SVM hybrid system with feature selection and parameter optimization
Applied Soft Computing
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
A Combined Ant Colony and Differential Evolution Feature Selection Algorithm
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
Expert Systems with Applications: An International Journal
Support vector machines combined with feature selection for breast cancer diagnosis
Expert Systems with Applications: An International Journal
A new intelligent diagnosis system for the heart valve diseases by using genetic-SVM classifier
Expert Systems with Applications: An International Journal
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
A Hybrid Documents Classification Based on SVM and Rough Sets
AST '09 Proceedings of the 2009 International e-Conference on Advanced Science and Technology
Expert Systems with Applications: An International Journal
A dependency-based search strategy for feature selection
Expert Systems with Applications: An International Journal
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Evolutionary tuning of multiple SVM parameters
Neurocomputing
Expert Systems with Applications: An International Journal
Combination of rough sets and genetic algorithms for text classification
AIS-ADM'07 Proceedings of the 2nd international conference on Autonomous intelligent systems: agents and data mining
Content-based image retrieval by combining genetic algorithm and support vector machine
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Feature subset selection using differential evolution
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Biomarker discovery for toxicity
Neurocomputing
Data fusion and feature selection for Alzheimer's diagnosis
BI'10 Proceedings of the 2010 international conference on Brain informatics
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
DRFE: dynamic recursive feature elimination for gene identification based on random forest
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Simultaneous feature selection and parameters optimization for SVM by immune clonal algorithm
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Determining optimal decision model for support vector machine by genetic algorithm
CIS'04 Proceedings of the First international conference on Computational and Information Science
Feature elimination approach based on random forest for cancer diagnosis
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Optimizing weighted kernel function for support vector machine by genetic algorithm
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
A hybrid stock selection model using genetic algorithms and support vector regression
Applied Soft Computing
PSO-Based hyper-parameters selection for LS-SVM classifiers
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
An evolutionary approach to automatic kernel construction
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Multi-objective model selection for support vector machines
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Combined kernel function approach in SVM for diagnosis of cancer
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Expert Systems with Applications: An International Journal
Fusions of GA and SVM for anomaly detection in intrusion detection system
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III
Unified kernel function and its training method for SVM
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Gene expression profiling using flexible neural trees
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Application of global optimization methods to model and feature selection
Pattern Recognition
Improving nearest neighbor classification by elimination of noisy irrelevant features
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
A Three-Stage Expert System Based on Support Vector Machines for Thyroid Disease Diagnosis
Journal of Medical Systems
Harmony-based feature selection to improve the nearest neighbor classification
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Automatic Identification and Classification of Noun Argument Structures in Biomedical Literature
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Efficient ant colony optimization for image feature selection
Signal Processing
A self-trained semisupervised SVM approach to the remote sensing land cover classification
Computers & Geosciences
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The problem of feature selection is a difficult combinatorial task in Machine Learning and of high practical relevance, e.g. in bioinformatics. Genetic Algorithms (GAs) offer a natural way to solve this problem. In this paper we present a special Genetic Algorithm, which especially takes into account the existing bounds on the generalization error for Support Vector Machines (SVMs). This new approach is compared to the traditional method of performing cross-validation and to other existing algorithms for feature selection.