Interactive Clustering: A Comprehensive Review

被引：33
作者：
Bae, Juhee [1 ]
Helldin, Tove [1 ]
Riveiro, Maria [1 ,2 ]
Nowaczyk, Slawomir [3 ]
Bouguelia, Mohamed-Rafik [3 ]
Falkman, Goran [1 ]
机构：
[1] Univ Skovde, Sch Informat, POB 408, SE-54128 Skovde, Sweden
[2] Jonkoping Univ, Dept Comp Sci & Informat, Sch Engn, Gjuterigatan 5, S-55111 Jonkoping, Sweden
[3] Univ Halmstad, Sch Informat Technol, Kristian IV S Vag 3, S-30118 Halmstad, Sweden
来源：
ACM COMPUTING SURVEYS | 2020年 / 53卷 / 01期
基金：
瑞典研究理事会;
关键词：
Clustering; interactive; interaction; user; evaluation; feedback; VISUAL ANALYTICS; VISUALIZATION; CLASSIFICATION; SUPERVISION; EXPLORATION; SYSTEM; MODEL; TOOL;
D O I：
10.1145/3340960
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
In this survey, 105 papers related to interactive clustering were reviewed according to seven perspectives: (1) on what level is the interaction happening, (2) which interactive operations are involved, (3) how user feedback is incorporated, (4) how interactive clustering is evaluated, (5) which data and (6) which clustering methods have been used, and (7) what outlined challenges there are. This article serves as a comprehensive overview of the field and outlines the state of the art within the area as well as identifies challenges and future research needs.
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页数：39
相关论文
共 117 条
[31]   iVIBRATE: Interactive visualization-based framework for clustering large datasets [J].
Chen, Keke ;
Liu, Ling .
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2006, 24 (02) :245-294
[32]  
Chen KK, 2003, THIRD IEEE INTERNATIONAL CONFERENCE ON DATA MINING, PROCEEDINGS, P501
[33]   An Interactive Visual Testbed System for Dimension Reduction and Clustering of Large-scale High-dimensional Data [J].
Choo, Jaegul ;
Lee, Hanseung ;
Liu, Zhicheng ;
Stasko, John ;
Park, Haesun .
VISUALIZATION AND DATA ANALYSIS 2013, 2013, 8654
[34]   UTOPIAN: User-Driven Topic Modeling Based on Interactive Nonnegative Matrix Factorization [J].
Choo, Jaegul ;
Lee, Changhyun ;
Reddy, Chandan K. ;
Park, Haesun .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2013, 19 (12) :1992-2001
[35]  
Chuang Jason, 2014, P C NEUR INF PROC SY
[36]  
Coden A., 2017, P 2017 SIAM INT C D, P237
[37]   Interactive textual feature selection for consensus clustering [J].
Correa, Geraldo N. ;
Marcacini, Ricardo M. ;
Hruschka, Eduardo R. ;
Rezende, Solange O. .
PATTERN RECOGNITION LETTERS, 2015, 52 :25-31
[38]  
Desjardins M, 2007, 2007 INTERNATIONAL CONFERENCE ON INTELLIGENT USER INTERFACES, P361
[39]  
do Nascimento Hugo Alexandre Dantas, 2001, P 2 INT WORKSH SOFT, P99
[40]   SOPHIA: An interactive cluster-based retrieval system for the OHSUMED collection [J].
Dobrynin, V ;
Patterson, D ;
Galushka, M ;
Rooney, N .
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2005, 9 (02) :256-265
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