Fuzzy set theoretic measure for automatic feature evaluation
IEEE Transactions on Systems, Man and Cybernetics
Silhouettes: a graphical aid to the interpretation and validation of cluster analysis
Journal of Computational and Applied Mathematics
Algorithms for clustering data
Algorithms for clustering data
A practical approach to feature selection
ML92 Proceedings of the ninth international workshop on Machine learning
Floating search methods in feature selection
Pattern Recognition Letters
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
On the approximability of minimizing nonzero variables or unsatisfied relations in linear systems
Theoretical Computer Science
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
Information Retrieval
Multi-Objective Optimization Using Evolutionary Algorithms
Multi-Objective Optimization Using Evolutionary Algorithms
Knowledge Acquisition Via Incremental Conceptual Clustering
Machine Learning
Efficient Feature Selection in Conceptual Clustering
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Feature Selection Algorithms: A Survey and Experimental Evaluation
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Data Clustering Using Evidence Accumulation
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 4 - Volume 4
Dimensionality Reduction of Unsupervised Data
ICTAI '97 Proceedings of the 9th International Conference on Tools with Artificial Intelligence
Theoretical and Empirical Analysis of ReliefF and RReliefF
Machine Learning
An introduction to variable and feature selection
The Journal of Machine Learning Research
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Feature Subset Selection and Ranking for Data Dimensionality Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparing clusterings---an information based distance
Journal of Multivariate Analysis
Dependency-based feature selection for clustering symbolic data
Intelligent Data Analysis
An Experimental Validation of Some Indexes of Fuzzy Clustering Similarity
WILF '09 Proceedings of the 8th International Workshop on Fuzzy Logic and Applications
The WEKA data mining software: an update
ACM SIGKDD Explorations Newsletter
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
Evolutionary Rough Feature Selection in Gene Expression Data
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A fast and elitist multiobjective genetic algorithm: NSGA-II
IEEE Transactions on Evolutionary Computation
Fast dimension reduction for document classification based on imprecise spectrum analysis
Information Sciences: an International Journal
Spatial distance join based feature selection
Engineering Applications of Artificial Intelligence
Hybridising harmony search with a Markov blanket for gene selection problems
Information Sciences: an International Journal
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A new method of feature selection is developed, based on structural similarity. The topological neighborhood information about pairs of objects (or patterns), to partition(s), is taken into consideration while computing a measure of structural similarity. This is termed proximity, and is defined in terms of membership values. Multi-objective evolutionary optimization is employed to arrive at a consensus solution in terms of the contradictory criteria pair involving fuzzy proximity and feature set cardinality. Results for real and synthetic datasets, of low, medium and high dimensionality, show that the method led to a correct selection of the reduced feature subset. Comparative study is also provided, and quantified in terms of accuracy of classification and clustering validity indices.