JOURNAL ARTICLE

Feature Selection and Semisupervised Fuzzy Clustering

Yi-qing KongShitong Wang

Year: 2009 Journal:   Fuzzy Information and Engineering Vol: 1 (2)Pages: 179-190   Publisher: Taylor & Francis

Abstract

Abstract Semisupervised fuzzy clustering plays an important role in discovering structure in data set with both labelled and unlabelled data. The proposed method learns the task of classification and feature selection through the generalized form of Fuzzy C-means. Experimental results illustrate appropriate feature selection and classification accuracy with both synthetic and benchmark data sets.

Keywords:
Artificial intelligence Feature selection Cluster analysis Pattern recognition (psychology) Benchmark (surveying) Feature (linguistics) Fuzzy logic Selection (genetic algorithm) Fuzzy set Data mining Fuzzy clustering Fuzzy classification Computer science Mathematics Machine learning

Metrics

2
Cited By
0.31
FWCI (Field Weighted Citation Impact)
23
Refs
0.64
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Clustering Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence

Related Documents

JOURNAL ARTICLE

SemiFREE: Semisupervised Feature Selection With Fuzzy Relevance and Redundancy

Keyu LiuTianrui LiXibei YangHongmei ChenJie WangZhixuan Deng

Journal:   IEEE Transactions on Fuzzy Systems Year: 2023 Vol: 31 (10)Pages: 3384-3396
JOURNAL ARTICLE

Feature Selection Via Fuzzy Clustering

Haojun SunMei SunZhen Mei

Year: 2006 Vol: 1 Pages: 1400-1405
JOURNAL ARTICLE

Semisupervised Fuzzy Clustering With Fuzzy Pairwise Constraints

Zhen WangShanshan WangLan BaiWensi WangYuan‐Hai Shao

Journal:   IEEE Transactions on Fuzzy Systems Year: 2021 Vol: 30 (9)Pages: 3797-3811
JOURNAL ARTICLE

Semisupervised Feature Selection with Universum

Junyang QiuZhisong Pan

Journal:   Mathematical Problems in Engineering Year: 2016 Vol: 2016 Pages: 1-7
© 2026 ScienceGate Book Chapters — All rights reserved.