A note on genetic algorithms for large-scale feature selection
Pattern Recognition Letters
Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
Floating search methods in feature selection
Pattern Recognition Letters
Feature Selection: Evaluation, Application, and Small Sample Performance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Analysis of Class Separation and Combination of Class-Dependent Features for Handwriting Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nearest neighbor classifier: simultaneous editing and feature selection
Pattern Recognition Letters - Special issue on pattern recognition in practice VI
Genetic Algorithm and Graph Partitioning
IEEE Transactions on Computers
Feature Subset Selection Using a Genetic Algorithm
IEEE Intelligent Systems
Proceedings of the 3rd International Conference on Genetic Algorithms
Advanced Local Feature Selection in Medical Diagnostics
CBMS '00 Proceedings of the 13th IEEE Symposium on Computer-Based Medical Systems (CBMS'00)
A Classification Based Similarity Metric for 3D Image Retrieval
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Evaluating Feature Selection Methods for Learning in Data Mining Applications
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 5 - Volume 5
Using Feature Selection to aid an Iconic Search through an Image Database
ICASSP '97 Proceedings of the 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '97) -Volume 4 - Volume 4
Dimensionality reduction using genetic algorithms
IEEE Transactions on Evolutionary Computation
Binary Classification Trees for Multi-class Classification Problems
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
ImprovingWriter Identification by Means of Feature Selection and Extraction
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Non-parametric classifier-independent feature selection
Pattern Recognition
Evolutionary Computing on Consumer Graphics Hardware
IEEE Intelligent Systems
Engineering Applications of Artificial Intelligence
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
A hybrid genetic algorithm for feature selection wrapper based on mutual information
Pattern Recognition Letters
Classifier design with feature selection and feature extraction using layered genetic programming
Expert Systems with Applications: An International Journal
Predictor output sensitivity and feature similarity-based feature selection
Fuzzy Sets and Systems
Classifier ensemble selection using hybrid genetic algorithms
Pattern Recognition Letters
A parameterless feature ranking algorithm based on MI
Neurocomputing
A genetic feature weighting scheme for pattern recognition
Integrated Computer-Aided Engineering
Mixed feature selection based on granulation and approximation
Knowledge-Based Systems
Multi-objective Feature Selection with NSGA II
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Speeding Up Feature Subset Selection Through Mutual Information Relevance Filtering
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Object Recognition with Task Relevant Combined Local Features
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Feature selection based-on genetic algorithm for image annotation
Knowledge-Based Systems
Traffic flooding attack detection with SNMP MIB using SVM
Computer Communications
Genetic Feature Selection for Optimal Functional Link Artificial Neural Network in Classification
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Identifying core sets of discriminatory features using particle swarm optimization
Expert Systems with Applications: An International Journal
Genetic Programming for Feature Ranking in Classification Problems
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Multi-class support vector machine for classification of the ultrasonic images of supraspinatus
Expert Systems with Applications: An International Journal
Research of multi-population agent genetic algorithm for feature selection
Expert Systems with Applications: An International Journal
Pareto front feature selection: using genetic programming to explore feature space
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
RCGA-S/RCGA-SP Methods to Minimize the Delta Test for Regression Tasks
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Computational intelligence in steganalysis environment
ISP'08 Proceedings of the 7th WSEAS international conference on Information security and privacy
Novel Framework for Selecting the Optimal Feature Vector from Large Feature Spaces
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Posterior probability profiles for the automated assessment of the recovery of stroke patients
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Intelligent steganalytic system: application on natural language environment
WSEAS Transactions on Systems and Control
Clustering stability-based feature selection for unsupervised texture classification
Machine Graphics & Vision International Journal
Journal of Artificial Evolution and Applications - Special issue on artificial evolution methods in the biological and biomedical sciences
Normalized mutual information feature selection
IEEE Transactions on Neural Networks
Two-phase construction of multilayer perceptrons using information theory
IEEE Transactions on Neural Networks
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Involving New Local Search in Hybrid Genetic Algorithm for Feature Selection
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
A novel feature selection approach for biomedical data classification
Journal of Biomedical Informatics
Selecting discrete and continuous features based on neighborhood decision error minimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Expert Systems with Applications: An International Journal
Evolutionarily optimized features in functional link neural network for classification
Expert Systems with Applications: An International Journal
A novel feature selection approach by hybrid genetic algorithm
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
A new hybrid algorithm for feature selection and its application to customer recognition
COCOA'07 Proceedings of the 1st international conference on Combinatorial optimization and applications
A GA-based feature selection algorithm for remote sensing images
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
Enhanced spectral embedding with semi-supervised feature selection
ICNC'09 Proceedings of the 5th international conference on Natural computation
A novel attribute reduction algorithm of decomposition based on rough sets
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 4
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Minimising the delta test for variable selection in regression problems
International Journal of High Performance Systems Architecture
Towards a memetic feature selection paradigm
IEEE Computational Intelligence Magazine
Two novel feature selection methods based on decomposition and composition
Expert Systems with Applications: An International Journal
Chaotic maps based on binary particle swarm optimization for feature selection
Applied Soft Computing
Combining evolutionary and sequential search strategies for unsupervised feature selection
ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II
Applying electromagnetism-like mechanism for feature selection
Information Sciences: an International Journal
A fast parallel genetic algorithm for traveling salesman problem
MTPP'10 Proceedings of the Second Russia-Taiwan conference on Methods and tools of parallel programming multicomputers
A new feature extraction and selection scheme for hybrid fault diagnosis of gearbox
Expert Systems with Applications: An International Journal
A hybrid feature selection method for DNA microarray data
Computers in Biology and Medicine
Feature subset selection using differential evolution and a statistical repair mechanism
Expert Systems with Applications: An International Journal
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Improved binary particle swarm optimization using catfish effect for feature selection
Expert Systems with Applications: An International Journal
Gene selection and classification using Taguchi chaotic binary particle swarm optimization
Expert Systems with Applications: An International Journal
A high-order feature synthesis and selection algorithm applied to insurance risk modelling
International Journal of Business Intelligence and Data Mining
Expert Systems with Applications: An International Journal
Journal of Systems and Software
A new hybrid ant colony optimization algorithm for feature selection
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
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
Hybrid algorithm applied to feature selection for speaker authentication
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Gene selection using rough set theory
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
An effective feature selection scheme via genetic algorithm using mutual information
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Self-organized locally linear embedding for nonlinear dimensionality reduction
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Anaphora resolution for biomedical literature by exploiting multiple resources
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Ultrasonic liver tissue characterization by feature fusion
Expert Systems with Applications: An International Journal
Dimensional reduction based on artificial bee colony for classification problems
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
ReinSel: A class-based mechanism for feature selection in ensemble of classifiers
Applied Soft Computing
Evolutionary feature selection for classification: a plug-in hybrid vehicle adoption application
Proceedings of the 14th annual conference on Genetic and evolutionary computation
A novel feature selection method based on normalized mutual information
Applied Intelligence
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Improving construct validity yields better models of systematic inquiry, even with less information
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Root attribute behavior within a random forest
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Ensemble approaches for regression: A survey
ACM Computing Surveys (CSUR)
Design of a Fuzzy-based Decision Support System for Coronary Heart Disease Diagnosis
Journal of Medical Systems
HyDR-MI: A hybrid algorithm to reduce dimensionality in multiple instance learning
Information Sciences: an International Journal
Feature subset selection using separability index matrix
Information Sciences: an International Journal
Journal of Visual Communication and Image Representation
A genetic programming approach to hyper-heuristic feature selection
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Original Articles: Interactive hybrid evolutionary computation for MEMS design synthesis
Mathematics and Computers in Simulation
ACSC '11 Proceedings of the Thirty-Fourth Australasian Computer Science Conference - Volume 113
EEG signal classification using the event-related coherence and genetic algorithm
BICS'13 Proceedings of the 6th international conference on Advances in Brain Inspired Cognitive Systems
Nonlinear dynamic analysis of pathological voices
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Engineering Applications of Artificial Intelligence
Computer Methods and Programs in Biomedicine
A GA-based feature selection approach with an application to handwritten character recognition
Pattern Recognition Letters
An in-depth analysis on traffic flooding attacks detection and system using data mining techniques
Journal of Systems Architecture: the EUROMICRO Journal
Texture and color based image segmentation and pathology detection in capsule endoscopy videos
Computer Methods and Programs in Biomedicine
A threshold fuzzy entropy based feature selection for medical database classification
Computers in Biology and Medicine
A wrapper approach for feature selection based on Bat Algorithm and Optimum-Path Forest
Expert Systems with Applications: An International Journal
Supervised feature subset selection with ordinal optimization
Knowledge-Based Systems
Feature subset selection using improved binary gravitational search algorithm
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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This paper proposes a novel hybrid genetic algorithm for feature selection. Local search operations are devised and embedded in hybrid GAs to fine-tune the search. The operations are parameterized in terms of their fine-tuning power, and their effectiveness and timing requirements are analyzed and compared. The hybridization technique produces two desirable effects: a significant improvement in the final performance and the acquisition of subset-size control. The hybrid GAs showed better convergence properties compared to the classical GAs. A method of performing rigorous timing analysis was developed, in order to compare the timing requirement of the conventional and the proposed algorithms. Experiments performed with various standard data sets revealed that the proposed hybrid GA is superior to both a simple GA and sequential search algorithms.