Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
How to solve it: modern heuristics
How to solve it: modern heuristics
Hybrid Genetic Algorithms for Feature Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Toward Integrating Feature Selection Algorithms for Classification and Clustering
IEEE Transactions on Knowledge and Data Engineering
An Efficient Feature Selection Using Multi-Criteria in Text Categorization
HIS '04 Proceedings of the Fourth International Conference on Hybrid Intelligent Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
Effective and Efficient Dimensionality Reduction for Large-Scale and Streaming Data Preprocessing
IEEE Transactions on Knowledge and Data Engineering
A Hybrid Method of Unsupervised Feature Selection Based on Ranking
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 02
Multi-objective evolutionary biclustering of gene expression data
Pattern Recognition
Feature selection for the SVM: An application to hypertension diagnosis
Expert Systems with Applications: An International Journal
A hybrid genetic algorithm for feature selection wrapper based on mutual information
Pattern Recognition Letters
Artificial Intelligence in Medicine
Expert Systems with Applications: An International Journal
Subspace based feature selection for pattern recognition
Information Sciences: an International Journal
Wrapper filtering criteria via linear neuron and kernel approaches
Computers in Biology and Medicine
Effective classification using feature selection and fuzzy integration
Fuzzy Sets and Systems
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
Feature Selection with Kernel Class Separability
IEEE Transactions on Pattern Analysis and Machine Intelligence
A hybrid SOFM-SVR with a filter-based feature selection for stock market forecasting
Expert Systems with Applications: An International Journal
An approach for selective ensemble feature selection based on rough set theory
RSKT'07 Proceedings of the 2nd international conference on Rough sets and knowledge technology
A GA-based feature selection algorithm for remote sensing images
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
Evolutionary Rough Feature Selection in Gene Expression Data
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A multiagent genetic algorithm for global numerical optimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Wrapper–Filter Feature Selection Algorithm Using a Memetic Framework
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A novel feature selection method based on normalized mutual information
Applied Intelligence
International Journal of Data Mining and Bioinformatics
| Hi-index | 0.00 |
A multi-criteria feature selection method-sequential multi-criteria feature selection algorithm (SMCFS) has been proposed for the applications with high precision and low time cost. By combining the consistency and otherness of different evaluation criteria, the SMCFS adopts more than one evaluation criteria sequentially to improve the efficiency of feature selection. With one novel agent genetic algorithm (chain-like agent GA), the SMCFS can obtain high precision of feature selection and low time cost that is similar as filter method with single evaluation criterion. Several groups of experiments are carried out for comparison to demonstrate the performance of SMCFS. SMCFS is compared with different feature selection methods using three datasets from UCI database. The experimental results show that the SMCFS can get low time cost and high precision of feature selection, and is very suitable for this kind of applications of feature selection.