Fuzzy Tri-Clustering Based on Information Bottleneck

doi:10.13190/j.jbupt.2016.03.012

JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM ›› 2016, Vol. 39 ›› Issue (3): 70-74.doi: 10.13190/j.jbupt.2016.03.012

• Papers • Previous Articles Next Articles

Fuzzy Tri-Clustering Based on Information Bottleneck

LIU Yong-li, WAN Xing

School of Computer Science and Technology, Henan Polytechnic University, Henan Jiaozuo 454000, China

Received:2015-09-21 Online:2016-06-28 Published:2016-06-27

Abstract

Abstract:

In order to group three-dimensional data, the thought of fuzzy co-clustering was adopted, and an information bottleneck based fuzzy tri-clustering algorithm, named IBFTC, was presented. The IBFTC specifies membership function for each dimension, simultaneously generates fuzzy clusters on three dimensions and adds information bottleneck theory into objective function for measuring distances between objects and clusters. Experiments on the MovieLens dataset evaluate the performances of IBFTC from several aspects. Experiment shows that IBFTC could achieve higher accuracy than conventional fuzzy co-clustering algorithms.

Key words: fuzzy clustering, co-clustering, tri-clustering, information bottleneck

CLC Number:

TP391.1

LIU Yong-li, WAN Xing. Fuzzy Tri-Clustering Based on Information Bottleneck[J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2016, 39(3): 70-74.

[1]	LIU Yong-li, GUO Cheng-yi, WANG Heng-da, CHAO Hao. Incremental Fuzzy C-Ordered Means Clustering [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2018, 41(4): 29-36.
[2]	WANG Xiao-jun, FU Chao. Enhancing Scalability and Accuracy of Collaborative Filtering Using Fuzzy Blocking [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2017, 40(1): 74-78.
[3]	WANG Xiao-jun. A Distributed Hybrid Collaborative Filtering Method in Recommender Systems [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2016, 39(2): 25-29.
[4]	ZHU Chun-ge, ZHANG Zhe-yu, LIU Xin-ran, SUN Bin, ZHANG Hong. Research on Fuzzy Clustering Based Algorithm for Resource Scheduling in Virtual Computing Environment [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2015, 38(s1): 6-9,19.
[5]	YANG Li, NIU Xin-xin, HUANG Wei. Shilling Attack Defense Algorithm for Recommender System Based on Spectral Co-Clustering [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2015, 38(6): 81-86.
[6]	JING Da-hai1 ， LIU Xiao-ping2 . On-line Fuzzy Identifying Physical Parameters of Joint Moving State Robots [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2008, 31(1): 52-56.
[7]	XIAN Jiqing1,LANG Fenghua2. Anomaly Detection Method Based on CSABased Unsupervised Fuzzy Clustering Algorithm [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2005, 28(4): 103-106.
[8]	ZHENG Yan, HUANG Rong-huai, ZHAN Xiao-su, ZHOU Chun-guang. Dynamic Fuzzy Clustering Method Based on Genetic Algorithm [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2005, 28(1): 75-78.

Fuzzy Tri-Clustering Based on Information Bottleneck

PDF

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 8

Recommended Articles

Metrics

Comments