A Data Mining Method For Refining Groups In Data Using Dynamic Model Based Clustering

被引：0

作者：

Servi, Tayfun ^{[1
]}

Erol, Hamza ^{[2
]}

机构：

[1] Adiyaman Univ, Fac Educ, Dept Elementary Educ, Math Educ Sect, TR-02040 Adiyaman, Turkey

[2] Abdullah Gul Univ, Fac Comp Sci, Dept Software Engn, TR-38039 Kayseri, Turkey

来源：

2013 IEEE INTERNATIONAL SYMPOSIUM ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (IEEE INISTA) | 2013年

关键词：

Data mining; dynamic model based clustering; refining groups in data; DISCRIMINANT-ANALYSIS;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A new data mining method is proposed for determining the number and structure of clusters, and refining groups in multivariate heterogeneous data set including groups, partly and completely overlapped group structures by using dynamic model based clustering. It is called dynamic model based clustering since the structure of model changes at each stage of refinement process dynamically. The proposed data mining method works without data reduction for high dimensional data in which some of variables including completely overlapped situations.

引用

页数：6

共 50 条

[1] A methodology for dynamic data mining based on fuzzy clustering
Crespo, F
Weber, R
[J]. FUZZY SETS AND SYSTEMS, 2005, 150 (02) : 267 - 284
[2] Research of data mining method based on fuzzy clustering
Hao, Xianchen
Zhang, Degan
Zhu, Hongyan
Zhao, Hai
[J]. Jisuanji Gongcheng/Computer Engineering, 2002, 28 (01):
[3] Clustering Based Classification in Data Mining Method Recommendation
Kazik, Ondrej
Peskova, Klara
Smid, Jakub
Neruda, Roman
[J]. 2013 12TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2013), VOL 2, 2013, : 356 - 361
[4] A METHOD OF DATA CLUSTERING BASED ON DYNAMIC LEARNING
Liu, Xiaohong
[J]. DECISION MAKING AND SOFT COMPUTING, 2014, 9 : 282 - 287
[5] On Model Based Clustering in a Spatial Data Mining Context
Schoier, Gabriella
Borruso, Giuseppe
[J]. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2013, PT IV, 2013, 7974 : 375 - 388
[6] Chiller Optimization Using Data Mining Based on Prediction Model, Clustering and Association Rule Mining
Nisa, Elsa Chaerun
Kuan, Yean-Der
Lai, Chin-Chang
[J]. ENERGIES, 2021, 14 (20)
[7] A new data mining method based on fusion clustering algorithm
Wang, TZ
Tang, TH
[J]. PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, 2005, : 706 - 711
[8] Evaluation of Data Mining Strategies Using Fuzzy Clustering in Dynamic Environment
Subbalakshmi, Chatti
Ramakrishna, G.
Rao, S. Krishna Mohan
[J]. PROCEEDINGS OF 3RD INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING, NETWORKING AND INFORMATICS, ICACNI 2015, VOL 2, 2016, 44 : 529 - 536
[9] Mining data streams using clustering
Lu, YH
Huang, Y
[J]. Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 2079 - 2083
[10] Sales Forecasting Using GBDT Based Model And Data Mining Method
Zhou, Yichun
Cheng, Yu
Lin, Yucheng
Mengqiu, Tian
[J]. 2021 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS AND COMPUTER ENGINEERING (ICCECE), 2021, : 398 - 401

← 1 2 3 4 5 →