Journal of the ACM (JACM)
A Branch and Bound Algorithm for Computing k-Nearest Neighbors
IEEE Transactions on Computers
A Comparison of Seven Techniques for Choosing Subsets of Pattern Recognition Properties
IEEE Transactions on Computers
A Branch and Bound Clustering Algorithm
IEEE Transactions on Computers
Using EAs for Error Prediction in Near Infrared Spectroscopy
Proceedings of the Applications of Evolutionary Computing on EvoWorkshops 2002: EvoCOP, EvoIASP, EvoSTIM/EvoPLAN
Parallel GA-Based Wrapper Feature Selection for Spectroscopic Data Mining
IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium
Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
ICAPR '01 Proceedings of the Second International Conference on Advances in Pattern Recognition
Advances in Statistical Feature Selection
ICAPR '01 Proceedings of the Second International Conference on Advances in Pattern Recognition
Consistency Based Feature Selection
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Multi-Modal Nonlinear Feature Reduction for the Recognition of Handwritten Numerals
CRV '04 Proceedings of the 1st Canadian Conference on Computer and Robot Vision
A feature selection technique for classificatory analysis
Pattern Recognition Letters
Cluster-based pattern discrimination: A novel technique for feature selection
Pattern Recognition Letters
Analysis of new variable selection methods for discriminant analysis
Computational Statistics & Data Analysis
FS_SFS: A novel feature selection method for support vector machines
Pattern Recognition
A hybrid approach for feature subset selection using neural networks and ant colony optimization
Expert Systems with Applications: An International Journal
Convergent design of piecewise linear neural networks
Neurocomputing
Adaptive branch and bound algorithm for selecting optimal features
Pattern Recognition Letters
GRAFT, a complete system for data fusion
Computational Statistics & Data Analysis
Recent Developments in Pattern Recognition
IEEE Transactions on Computers
Improved binary PSO for feature selection using gene expression data
Computational Biology and Chemistry
A multilevel tabu search algorithm for the feature selection problem in biomedical data
Computers & Mathematics with Applications
A parameterless feature ranking algorithm based on MI
Neurocomputing
Feature selection algorithms in classification problems: an experimental evaluation
Optimization Methods & Software - Systems Analysis, Optimization and Data Mining in Biomedicine
Subspace based feature selection for pattern recognition
Information Sciences: an International Journal
Particle swarm optimization for pap-smear diagnosis
Expert Systems with Applications: An International Journal
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
Data pre-processing: a new algorithm for feature selection and data discretization
CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
Computer Methods and Programs in Biomedicine
Different metaheuristic strategies to solve the feature selection problem
Pattern Recognition Letters
Feature selection using tabu search with long-term memories and probabilistic neural networks
Pattern Recognition Letters
Ant colony and particle swarm optimization for financial classification problems
Expert Systems with Applications: An International Journal
Neural Networks
Information Processing Letters
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Expert Systems with Applications: An International Journal
A dependency-based search strategy for feature selection
Expert Systems with Applications: An International Journal
OPUS: an efficient admissible algorithm for unordered search
Journal of Artificial Intelligence Research
Computers & Mathematics with Applications
Input selection in learning systems: a brief review of some important issues and recent developments
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Selecting discrete and continuous features based on neighborhood decision error minimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Impact of error estimation on feature selection
Pattern Recognition
Honey Bees Mating Optimization algorithm for financial classification problems
Applied Soft Computing
An improved branch & bound algorithm in feature selection
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
Increasing classification robustness with adaptive features
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Topology representing network map: a new tool for visualization of high-dimensional data
Transactions on computational science I
A new feature selection algorithm for multispectral and polarimetric vehicle images
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Towards a memetic feature selection paradigm
IEEE Computational Intelligence Magazine
Assessment of the influence of adaptive components in trainable surface inspection systems
Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection
Soft fuzzy rough sets for robust feature evaluation and selection
Information Sciences: an International Journal
Environmental Modelling & Software
The Knowledge Engineering Review
Improving dynamic facial expression recognition with feature subset selection
Pattern Recognition Letters
Time space tradeoffs in GA based feature selection for workload characterization
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
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 hybrid feature selection method for DNA microarray data
Computers in Biology and Medicine
Engineering Applications of Artificial Intelligence
Gene selection and classification using Taguchi chaotic binary particle swarm optimization
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
Feature selection for translation initiation site recognition
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part II
Self-tuned Evolution-COnstructed features for general object recognition
Pattern Recognition
Expert Systems with Applications: An International Journal
Survey and taxonomy of feature selection algorithms in intrusion detection system
Inscrypt'06 Proceedings of the Second SKLOIS conference on Information Security and Cryptology
Multi-population genetic algorithm for feature selection
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part II
A distance-based branch and bound feature selection algorithm
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Test-retest reliability and feature selection in physiological time series classification
Computer Methods and Programs in Biomedicine
Optimal sensor placement for predictive cardiac motion modeling
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
International Journal of Business Intelligence and Data Mining
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
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
Feature selection method using preferences aggregation
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
The application of adaptive partitioned random search in feature selection problem
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
A survey on feature extraction for pattern recognition
Artificial Intelligence Review
Feature selection in an electric billing database considering attribute inter-dependencies
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
Identifying a small set of marker genes using minimum expected cost of misclassification
Artificial Intelligence in Medicine
Feature selection based on run covering
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
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
A rule-based method for identifying the factor structure in customer satisfaction
Information Sciences: an International Journal
Optimal sensors placement for failures detection and isolation
VECoS'09 Proceedings of the Third international conference on Verification and Evaluation of Computer and Communication Systems
Feature subset selection by genetic algorithms and estimation of distribution algorithms
Artificial Intelligence in Medicine
A novel feature selection method based on normalized mutual information
Applied Intelligence
Selective ensemble modeling parameters of mill load based on shell vibration signal
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
Wireless Personal Communications: An International Journal
An evolutionary approach for high dimensional attribute selection
International Journal of Intelligent Information and Database Systems
Automatic detection of erythemato-squamous diseases using PSO-SVM based on association rules
Engineering Applications of Artificial Intelligence
Discrete Artificial Bee Colony Optimization Algorithm for Financial Classification Problems
International Journal of Applied Metaheuristic Computing
Feature selection using misclassification counts
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
Understanding latency variations of black box services
Proceedings of the 22nd international conference on World Wide Web
A feature construction method for general object recognition
Pattern Recognition
Feature selection filter for classification of power system operating states
Computers & Mathematics with Applications
Quality estimation for machine translation: some lessons learned
Machine Translation
A survey on feature selection methods
Computers and Electrical Engineering
Hi-index | 15.00 |
A feature subset selection algorithm based on branch and bound techniques is developed to select the best subset of m features from an n-feature set. Existing procedures for feature subset selection, such as sequential selection and dynamic programming, do not guarantee optimality of the selected feature subset. Exhaustive search, on the other hand, is generally computationally unfeasible. The present algorithm is very efficient and it selects the best subset without exhaustive search. Computational aspects of the algorithm are discussed. Results of several experiments demonstrate the very substantial computational savings realized. For example, the best 12-feature set from a 24-feature set was selected with the computational effort of evaluating only 6000 subsets. Exhaustive search would require the evaluation of 2 704 156 subsets.