VizAssist: an interactive user assistant for visual data mining

被引:27
|
作者
Bouali, Fatma [1 ,2 ]
Guettala, Abdelheq [2 ]
Venturini, Gilles [2 ]
机构
[1] Univ Lille 2, IUT, 25-27 Rue Marechal Foch, F-59100 Roubaix, France
[2] Univ Tours, Comp Sci Lab, 64 Ave Jean Portalis, F-37200 Tours, France
来源
VISUAL COMPUTER | 2016年 / 32卷 / 11期
关键词
Visual data mining; User assistant; Interactive genetic algorithm; D3[!text type='js']js[!/text; On-line visualization tools; VISUALIZATION; DESIGN; ALGORITHM; METRICS; SPACE;
D O I
10.1007/s00371-015-1132-9
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We study in this work how a user can be guided to find a relevant visualization in the context of visual data mining. We present a state of the art on the user assistance in visual and interactive methods. We propose a user assistant called VizAssist, which aims at improving the existing approaches along three directions: it uses simpler computational models of the visualizations and the visual perception guidelines, in order to facilitate the integration of new visualizations and the definition of a mapping heuristic. VizAssist allows the user to provide feedback in a visual and interactive way, with the aim of improving the data to visualization mapping. This step is performed with an interactive genetic algorithm. Finally, VizAssist aims at proposing a free on-line tool () that respects the privacy of the user data. This assistant can be viewed as a global interface between the user and some of the many visualizations that are implemented with D3js.
引用
收藏
页码:1447 / 1463
页数:17
相关论文
共 50 条
  • [1] VizAssist: an interactive user assistant for visual data mining
    Fatma Bouali
    Abdelheq Guettala
    Gilles Venturini
    [J]. The Visual Computer, 2016, 32 : 1447 - 1463
  • [2] User-centered interactive data mining
    Zhao, Yan
    Chen, Yaohua
    Yao, Yiyu
    [J]. PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS, VOLS 1 AND 2, 2006, : 457 - 466
  • [3] User-Centered Interactive Data Mining
    Zhao, Yan
    Chen, Yaohua
    Yao, Yiyu
    [J]. INTERNATIONAL JOURNAL OF COGNITIVE INFORMATICS AND NATURAL INTELLIGENCE, 2008, 2 (01) : 58 - 72
  • [4] Visual transformation for interactive spatiotemporal data mining
    Yang Cai
    Richard Stumpf
    Timothy Wynne
    Michelle Tomlinson
    Daniel Sai Ho Chung
    Xavier Boutonnier
    Matthias Ihmig
    Rafael Franco
    Nathaniel Bauernfeind
    [J]. Knowledge and Information Systems, 2007, 13 : 119 - 142
  • [5] Visual transformation for interactive spatiotemporal data mining
    Cai, Yang
    Stumpf, Richard
    Wynne, Timothy
    Tomlinson, Michelle
    Chung, Daniel Sai Ho
    Boutonnier, Xavier
    Ihmig, Matthias
    Franco, Rafael
    Bauernfeind, Nathaniel
    [J]. KNOWLEDGE AND INFORMATION SYSTEMS, 2007, 13 (02) : 119 - 142
  • [6] User interface design of interactive data mining in parallel environment
    Liu, Z
    Ren, XS
    Zhang, CH
    [J]. Proceedings of the 2005 International Conference on Active Media Technology (AMT 2005), 2005, : 359 - 363
  • [7] REASON - AN INTELLIGENT USER ASSISTANT FOR INTERACTIVE ENVIRONMENTS
    PRAGER, JM
    LAMBERTI, DM
    GARDNER, DL
    BALZAC, SR
    [J]. IBM SYSTEMS JOURNAL, 1990, 29 (01) : 141 - 164
  • [8] Development of an interactive visual data mining system for atmospheric science
    Watanabe, Chiemi
    Touma, Eriko
    Yamauchi, Kazuko
    Noguchi, Katsuyuki
    Hayashida, Sachiko
    Joe, Kazuki
    [J]. HIGH-PERFORMANCE COMPUTING, 2008, 4759 : 279 - +
  • [9] An overview of interactive visual data mining techniques for knowledge discovery
    Stahl, Frederic
    Gabrys, Bogdan
    Gaber, Mohamed Medhat
    Berendsen, Monika
    [J]. WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2013, 3 (04) : 239 - 256
  • [10] An integrated platform for spatial data mining and interactive visual analysis
    May, M
    Savinov, A
    [J]. DATA MINING III, 2002, 6 : 51 - 60