The State of the Art in Integrating Machine Learning into Visual Analytics

Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination o...

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Published inComputer graphics forum Vol. 36; no. 8; pp. 458 - 486
Main Authors Endert, A., Ribarsky, W., Turkay, C., Wong, B.L. William, Nabney, I., Blanco, I. Díaz, Rossi, F.
Format Journal Article
LanguageEnglish
Published Oxford Blackwell Publishing Ltd 01.12.2017
Wiley
Subjects
Analytics
Artificial intelligence
Categories and Subject Descriptors: Human‐Centred Computing
Computer Science
data mining
Human-Computer Interaction
information visualization
Interactive systems
Machine Learning
Mathematical analysis
Scientific visualization
State of the art
Statistics
visual analytics
Visualization
Visualization
Information visualization
Visual Analytics
data mining
Human-Centred Computing
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Abstract Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination of machine learning and data visualization is still under‐explored. This state‐of‐the‐art report presents a summary of the progress that has been made by highlighting and synthesizing select research advances. Further, it presents opportunities and challenges to enhance the synergy between machine learning and visual analytics for impactful future research directions. Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination of machine learning and data visualization is still under‐explored. This state‐of‐the‐art report presents a summary of the progress that has been made by highlighting and synthesizing select research advances. Further, it presents opportunities and challenges to enhance the synergy between machine learning and visual analytics for impactful future research directions.
AbstractList Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination of machine learning and data visualization is still under‐explored. This state‐of‐the‐art report presents a summary of the progress that has been made by highlighting and synthesizing select research advances. Further, it presents opportunities and challenges to enhance the synergy between machine learning and visual analytics for impactful future research directions. Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination of machine learning and data visualization is still under‐explored. This state‐of‐the‐art report presents a summary of the progress that has been made by highlighting and synthesizing select research advances. Further, it presents opportunities and challenges to enhance the synergy between machine learning and visual analytics for impactful future research directions.
Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination of machine learning and data visualization is still under‐explored. This state‐of‐the‐art report presents a summary of the progress that has been made by highlighting and synthesizing select research advances. Further, it presents opportunities and challenges to enhance the synergy between machine learning and visual analytics for impactful future research directions.
Author Endert, A.
Turkay, C.
Wong, B.L. William
Ribarsky, W.
Nabney, I.
Blanco, I. Díaz
Rossi, F.
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  surname: Ribarsky
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  surname: Wong
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  organization: Middlesex University
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  surname: Rossi
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  email: Fabrice.Rossi@apiacoa.org
  organization: Paris 1 Panthéon Sorbonne University
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Cites_doi 10.1109/TVCG.2011.179
10.1145/1168149.1168168
10.1177/1473871611413180
10.1109/MC.1983.1654471
10.1109/TVCG.2015.2467813
10.1109/TVCG.2015.2468291
10.1109/MCG.2014.1
10.1023/A:1008716330212
10.1109/ISM.2013.66
10.1016/j.cag.2007.01.025
10.1145/604045.604056
10.1109/TVCG.2007.70515
10.1109/VAST.2009.5333428
10.1016/S1088-467X(99)00013-X
10.1109/IV.2006.31
10.1109/MCG.2013.39
10.1109/TVCG.2009.153
10.1109/MCG.2015.91
10.1111/j.1467-8659.2011.01940.x
10.1145/1054972.1055031
10.1109/VAST.2012.6400485
10.1137/1.9781611972740.31
10.1109/2945.981847
10.1145/2671491.2671497
10.1609/aimag.v35i4.2513
10.1109/TVCG.2007.70614
10.1057/ivs.2008.28
10.1109/TVCG.2013.211
10.1109/VIS.2005.102
10.1007/978-1-4612-2404-4_12
10.1037/0033-295X.113.3.461
10.1109/VAST.2008.4677350
10.1109/TVCG.2015.2467615
10.1007/978-3-540-70956-5
10.1109/VAST.2012.6400491
10.1109/MC.2013.269
10.1201/9781584889977
10.1145/169059.169209
10.1109/TVCG.2012.65
10.1109/TVCG.2014.2346574
10.1007/978-3-662-43968-5_7
10.1145/302979.303030
10.1038/nmeth.1436
10.1038/nbt.2594
10.1109/TVCG.2012.256
10.1145/1753326.1753336
10.1109/VAST.2010.5652443
10.1109/TVCG.2010.138
10.1109/TVCG.2011.178
10.1111/j.1467-8659.2009.01475.x
10.1109/TVCG.2013.188
10.1109/VAST.2012.6400486
10.1109/TVCG.2014.2346744
10.1016/j.neucom.2014.09.061
10.1109/TVCG.2014.2346481
10.1109/TVCG.2012.260
10.1109/VAST.2011.6102461
10.1109/38.974518
10.1007/s10994-013-5413-0
10.1287/orsc.1050.0133
10.1109/TVCG.2008.145
10.1109/ICDM.2005.128
10.1109/TVCG.2015.2467971
10.1145/2207676.2208294
10.1057/palgrave.ivs.9500180
10.1109/VAST.2010.5652530
10.1109/TCBB.2004.2
10.1109/VAST.2014.7042480
10.1109/HICSS.2016.183
10.1093/comjnl/28.1.82
10.1109/VAST.2011.6102456
10.1109/TVCG.2014.2346482
10.1559/152304001782173952
10.1109/VAST.2009.5332584
10.1109/TVCG.2013.198
10.5220/0005235500850092
10.1109/VAST.2011.6102453
10.1109/TVCG.2014.2331979
10.1201/9781420059458.ch4
10.1109/TVCG.2010.225
10.1109/MCG.2013.53
10.1109/TVCG.2014.2346665
10.1109/BioVis.2011.6094057
10.1109/VAST.2010.5652940
10.1109/VAST.2011.6102448
10.1201/b10774
10.1201/9781584889977.ch2
10.1145/2245276.2245432
10.1037/0033-295X.104.2.211
10.1201/b15703-3
10.1109/VAST.2008.4677352
10.1109/TVCG.2012.258
10.1109/TKDE.2007.190715
10.1109/VAST.2009.5333920
10.1109/JISIC.2014.59
10.1109/TVCG.2016.2598470
10.1109/VAST.2015.7347631
10.1007/978-3-642-42054-2_77
10.1109/MC.2002.1016905
10.1109/TVCG.2015.2467717
10.1111/j.1467-8659.2011.01920.x
10.1109/VAST.2012.6400487
10.1109/TVCG.2008.116
10.1145/1645953.1646023
10.1109/MCSE.2013.74
10.1145/1835804.1835827
10.1109/ITSIM.2008.4631672
10.1186/1471-2105-15-S6-S4
10.1016/j.jspi.2009.08.006
10.1145/1401890.1401937
10.1109/VAST.2011.6102438
10.1080/10447318.2014.905422
10.1145/2461217.2461234
10.1057/palgrave.ivs.9500183
10.1109/TVCG.2013.125
10.1145/2207676.2207741
10.1057/ivs.2009.22
10.1109/MIS.2006.75
10.1109/MCG.2006.70
10.1109/MIS.2006.100
10.1057/palgrave.ivs.9500173
10.1073/pnas.0307752101
10.1109/ICCV.2015.118
10.1109/MSP.2010.940003
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2017 The Eurographics Association and John Wiley & Sons Ltd.
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Issue 8
Keywords Visualization
Information visualization
Visual Analytics
data mining
Human-Centred Computing
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References 2015; 35
2010; 11
1985; 28
2010; 16
2000; 5
2008; 7
2012; 18
2010; 140
1997; 2
2004; 1
2011; 17
2007; 31
1983; 16
2014; 20
2013; 19
1997; 104
1986; 3161
2013; 15
2013; 14
2001
1990
2000
2006; 21
2014; 15
2008; 20
2011; 28
2014; 95
2007; 22
2009; 15
2004; 101
2012
2011
2010
2013; 46
2002; 35
2002; 8
2017; 23
2009
2008; 14
2008
2011; 30
1996
2007
2006
1995
2005
2004
1993
1999; 3
2003
2001; 28
2011; 4
1999; 8
2007; 13
1957
2012; 31
1999
2006; 113
2009; 28
2015; 150
2013; 33
2013; 35
2015; 21
2002; 22
2005; 5
2014; 35
2009; 8
2016
2015
2014
2013
2014; 30
2005; 16
2014; 34
2014; 32
2016; 22
e_1_2_9_75_1
e_1_2_9_98_1
e_1_2_9_94_1
Kerren A. (e_1_2_9_100_1) 2008
Kendall M. (e_1_2_9_87_1) 1990
Keim D. A. (e_1_2_9_95_1) 2015
Fischer F. (e_1_2_9_54_1) 2012
Verleysen M. (e_1_2_9_171_1) 2013
Oesterling P. (e_1_2_9_123_1) 2010
e_1_2_9_71_1
Norman D. A. (e_1_2_9_121_1) 1986; 3161
Rose S. (e_1_2_9_133_1)
Spiegelhalter D. J. (e_1_2_9_140_1) 1993
e_1_2_9_149_1
Dou W. (e_1_2_9_41_1) 2011
e_1_2_9_107_1
e_1_2_9_122_1
e_1_2_9_145_1
May T. (e_1_2_9_111_1) 2011
e_1_2_9_14_1
e_1_2_9_141_1
e_1_2_9_164_1
Rooney C. (e_1_2_9_132_1) 2014; 30
e_1_2_9_18_1
e_1_2_9_160_1
e_1_2_9_64_1
Endert A. (e_1_2_9_46_1) 2012
Sacha D. (e_1_2_9_158_1) 2016
e_1_2_9_45_1
e_1_2_9_83_1
Chickering D. M. (e_1_2_9_30_1) 1996
e_1_2_9_6_1
Klemm P. (e_1_2_9_88_1) 2015
e_1_2_9_119_1
Poulin B. (e_1_2_9_126_1) 2006
e_1_2_9_2_1
Ziegler H. (e_1_2_9_187_1) 2008
Haan L. (e_1_2_9_40_1) 2007
Jänicke H. (e_1_2_9_79_1) 2008
e_1_2_9_138_1
Dou W. (e_1_2_9_36_1) 2015
Wong B. W. (e_1_2_9_181_1) 2012
Fernstad S. (e_1_2_9_53_1) 2011
Crossno P. J. (e_1_2_9_28_1) 2009
e_1_2_9_49_1
Friedman J. (e_1_2_9_52_1) 2001
Porter R. (e_1_2_9_129_1) 2013; 15
e_1_2_9_153_1
Guillory A. (e_1_2_9_60_1) 2011
Henry M. J. (e_1_2_9_72_1) 2013
e_1_2_9_34_1
Pirolli P. (e_1_2_9_125_1) 2005
e_1_2_9_76_1
Ancona D. (e_1_2_9_12_1) 2012
Lex A. (e_1_2_9_108_1) 2012; 31
Rasmussen M. (e_1_2_9_135_1) 2004
Dou W. (e_1_2_9_42_1) 2012
Awasthi P. (e_1_2_9_5_1) 2014
e_1_2_9_144_1
Turkay C. (e_1_2_9_165_1) 2011
Hu Y. (e_1_2_9_69_1) 2014; 95
e_1_2_9_106_1
Kaski S. (e_1_2_9_97_1) 2011; 28
e_1_2_9_15_1
Choo J. (e_1_2_9_26_1) 2012
Kumar N. (e_1_2_9_89_1) 2008; 20
e_1_2_9_163_1
e_1_2_9_182_1
Endert A. (e_1_2_9_44_1) 2015; 35
Kwon B. C. (e_1_2_9_91_1) 2016
e_1_2_9_84_1
e_1_2_9_65_1
Lu Y. (e_1_2_9_105_1)
e_1_2_9_80_1
Ahmed Z. (e_1_2_9_13_1) 2012
Hoober S. (e_1_2_9_68_1) 2011
Kumar N. (e_1_2_9_90_1) 2005
e_1_2_9_118_1
e_1_2_9_156_1
Wirth R. (e_1_2_9_173_1) 2000
e_1_2_9_152_1
e_1_2_9_175_1
Endert A. (e_1_2_9_47_1) 2011
e_1_2_9_27_1
Andrews C. (e_1_2_9_11_1)
Strumbelj E. (e_1_2_9_148_1) 2010; 11
Liu S. (e_1_2_9_110_1) 2009
e_1_2_9_31_1
Kang Y.‐a. (e_1_2_9_99_1) 2011
e_1_2_9_50_1
e_1_2_9_73_1
MacEachren A. M. (e_1_2_9_114_1) 2011
Bryan N. J. (e_1_2_9_22_1) 2013
e_1_2_9_35_1
e_1_2_9_77_1
e_1_2_9_96_1
Garg S. (e_1_2_9_61_1) 2008
Iwata T. (e_1_2_9_78_1) 2008
e_1_2_9_92_1
e_1_2_9_109_1
Wright W. (e_1_2_9_179_1)
Fisher D. (e_1_2_9_57_1) 2012
Settles B. (e_1_2_9_142_1) 2009
Wilber M. J. (e_1_2_9_174_1) 2015
e_1_2_9_101_1
Lin C. (e_1_2_9_102_1) 2010
e_1_2_9_128_1
e_1_2_9_166_1
e_1_2_9_124_1
e_1_2_9_147_1
Streit M. (e_1_2_9_143_1) 2014; 15
e_1_2_9_162_1
Fu W.‐T. (e_1_2_9_56_1) 2007; 22
e_1_2_9_120_1
e_1_2_9_58_1
e_1_2_9_185_1
Ziegler H. (e_1_2_9_186_1) 2010
e_1_2_9_20_1
Rudolph S. (e_1_2_9_137_1) 2009
e_1_2_9_24_1
e_1_2_9_43_1
e_1_2_9_66_1
e_1_2_9_85_1
Turkay C. (e_1_2_9_161_1) 2014
e_1_2_9_8_1
Endert A. (e_1_2_9_48_1) 2014
e_1_2_9_81_1
Alpaydin E. (e_1_2_9_10_1) 2014
e_1_2_9_4_1
Williams M. (e_1_2_9_176_1)
Leman S. C. (e_1_2_9_103_1)
e_1_2_9_113_1
Thomas J. J. (e_1_2_9_159_1) 2005
e_1_2_9_117_1
e_1_2_9_155_1
e_1_2_9_136_1
e_1_2_9_178_1
e_1_2_9_151_1
Malik A. (e_1_2_9_116_1) 2012
Best D. M. (e_1_2_9_16_1) 2014
Díaz I. (e_1_2_9_38_1) 2016
e_1_2_9_170_1
e_1_2_9_74_1
Parulek J. (e_1_2_9_130_1) 2013; 14
Weick K. E. (e_1_2_9_172_1) 1995
e_1_2_9_32_1
e_1_2_9_55_1
May T. (e_1_2_9_115_1) 2008
Amir E.‐a. D. (e_1_2_9_7_1) 2013; 35
e_1_2_9_93_1
Brown E. T. (e_1_2_9_21_1) 2012
e_1_2_9_70_1
Wijk J. J. (e_1_2_9_167_1) 2005
Andrienko G. (e_1_2_9_3_1) 2010
e_1_2_9_127_1
Shearer C. (e_1_2_9_146_1) 2000; 5
Maaten L. (e_1_2_9_169_1)
e_1_2_9_104_1
Drucker S. M. (e_1_2_9_39_1)
Fuchs R. (e_1_2_9_59_1) 2009; 15
e_1_2_9_17_1
van den Elzen S. (e_1_2_9_168_1) 2011
Gehlenborg N. (e_1_2_9_62_1) 2010
e_1_2_9_180_1
Blei D. M. (e_1_2_9_23_1) 2003
e_1_2_9_63_1
Amar R. (e_1_2_9_9_1)
e_1_2_9_67_1
Card S. K. (e_1_2_9_33_1) 1999
e_1_2_9_86_1
Díaz I. (e_1_2_9_37_1) 2014
e_1_2_9_112_1
Behrisch M. (e_1_2_9_19_1) 2014
Kandogan E. (e_1_2_9_82_1) 2012
Sarter N. B. (e_1_2_9_157_1) 1997; 2
e_1_2_9_25_1
Elm W. (e_1_2_9_51_1) 2005
e_1_2_9_131_1
e_1_2_9_154_1
Schreck T. (e_1_2_9_139_1) 2008
e_1_2_9_29_1
Wong B. (e_1_2_9_177_1) 2014
e_1_2_9_150_1
Yeon H. (e_1_2_9_183_1) 2016
Ribarsky W. (e_1_2_9_134_1) 2016
Younesy H. (e_1_2_9_184_1) 2013
References_xml – year: 2011
– volume: 33
  start-page: 22
  issue: 4
  year: 2013
  end-page: 28
  article-title: Customizing Computational Methods for Visual Analytics with Big Data
  publication-title: IEEE Computer Graphics and Applications
– start-page: 11
  year: 2005
  article-title: The value of visualization
  publication-title: 16th IEEE Visualization 2005 (VIS 2005)
– volume: 16
  start-page: 409
  issue: 4
  year: 2005
  end-page: 421
  article-title: Organizing and the process of sensemaking
  publication-title: Organization Science
– start-page: 647
  year: 2016
  end-page: 652
– volume: 22
  start-page: 50
  year: 2002
  end-page: 58
  article-title: A Cartographic Approach to Visualizing Conference Abstracts
  publication-title: IEEE Computer Graphics and Applications
– start-page: 17
  year: 2008
  end-page: 32
– start-page: 121
  year: 2011
  end-page: 130
  article-title: Observation‐level Interaction with Statistical Models for Visual Analytics
  publication-title: IEEE VAST
– start-page: 1673
  year: 2012
  end-page: 1682
– year: 2005
– start-page: 21
  year: 2011
  end-page: 30
– start-page: 83
  year: 2012
  end-page: 92
– start-page: 287
  year: 2008
  end-page: 295
– start-page: 369
  year: 2011
  end-page: 376
– start-page: 342
  year: 2013
  end-page: 350
– volume: 18
  start-page: 93
  issue: 1
  year: 2012
  end-page: 105
  article-title: Eventriver: Visually exploring text collections with temporal references
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– volume: 30
  start-page: 703
  issue: 9
  year: 2014
  end-page: 717
  article-title: Invisque as a tool for intelligence analysis: the construction of explanatory narratives
  publication-title: International Journal of Human‐Computer Interaction
– volume: 22
  start-page: 310
  issue: 1
  year: 2016
  end-page: 319
  article-title: Biset: Semantic edge bundling with biclusters for sensemaking
  publication-title: IEEE transactions on visualization and computer graphics
– start-page: 153
  year: 2010
  end-page: 162
– year: 1990
– volume: 14
  start-page: 1
  issue: 19
  year: 2013
  end-page: 15
  article-title: Visual cavity analysis in molecular simulations
  publication-title: BMC Bioinformatics
– year: 2014
– volume: 15
  start-page: 1327
  issue: 6
  year: 2009
  end-page: 1334
  article-title: Visual human+machine learning
  publication-title: IEEE TVCG
– volume: 16
  start-page: 57
  issue: 8
  year: 1983
  end-page: 69
  article-title: Direct Manipulation: A Step Beyond Programming Languages
  publication-title: Computer
– start-page: 801
  year: 2012
  end-page: 806
– volume: 20
  start-page: 1713
  issue: 12
  year: 2014
  end-page: 1722
  article-title: A five‐level design framework for bicluster visualizations
  publication-title: IEEE transactions on visualization and computer graphics
– start-page: 73
  year: 2012
  end-page: 82
  article-title: Just‐in‐time annotation of clusters, outliers, and trends in point‐based data visualizations
  publication-title: Visual Analytics Science and Technology (VAST), 2012 IEEE Conference on
– volume: 21
  start-page: 88
  issue: 5
  year: 2006
  end-page: 92
  article-title: Making Sense of Sensemaking 2: A Macrocognitive Model
  publication-title: IEEE Intelligent Systems
– volume: 150
  start-page: 611
  year: 2015
  end-page: 626
  article-title: Interactive feature space extension for multidimensional data projection
  publication-title: Neurocomputing
– volume: 20
  start-page: 1604
  issue: 12
  year: 2014
  end-page: 1613
  article-title: Knowledge generation model for visual analytics
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– volume: 20
  start-page: 1614
  issue: 12
  year: 2014
  end-page: 1623
  article-title: Infuse: interactive feature selection for predictive modeling of high dimensional data
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– volume: 5
  start-page: 2
  year: 2005
  end-page: 4
– volume: 13
  start-page: 1624
  issue: 6
  year: 2007
  end-page: 1631
  article-title: Visual verification and analysis of cluster detection for molecular dynamics
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 347
  year: 2013
  end-page: 350
  article-title: MultiFacet: A Faceted Interface for Browsing Large Multimedia Collections
  publication-title: 2013 IEEE International Symposium on Multimedia (ISM)
– start-page: 39
  year: 2003
  end-page: 45
– year: 2008
– volume: 18
  start-page: 2829
  issue: 12
  year: 2012
  end-page: 2838
  article-title: Scatter/gather clustering: Flexibly incorporating user feedback to steer clustering results
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– volume: 31
  issue: 3
  year: 2012
  article-title: StratomeX: visual analysis of large‐scale heterogeneous genomics data for cancer subtype characterization
  publication-title: Computer Graphics Forum (EuroVis '12)
– start-page: 473
  year: 2012
  end-page: 482
– volume: 28
  start-page: 100
  issue: 2
  year: 2011
  end-page: 104
  article-title: Dimensionality reduction for data visualization
  publication-title: IEEE Signal Processing Magazine
– start-page: 1
  year: 2006
  end-page: 5
– volume: 95
  start-page: 423
  issue: 3
  year: 2014
  end-page: 469
  article-title: Interactive topic modeling
  publication-title: Machine Learning
– start-page: 981
  year: 2015
  end-page: 989
  article-title: Learning concept embeddings with combined human‐machine expertise
  publication-title: 2015 IEEE International Conference on Computer Vision (ICCV)
– volume: 2
  start-page: 1926
  year: 1997
  end-page: 1943
  article-title: Automation surprises
  publication-title: Handbook of Human Factors and Ergonomics
– volume: 113
  start-page: 461
  issue: 3
  year: 2006
  article-title: The soft constraints hypothesis: A rational analysis approach to resource allocation for interactive behavior
  publication-title: Psychological Review
– start-page: 983
  year: 2010
  end-page: 992
– volume: 8
  start-page: 263
  issue: 4
  year: 2009
  end-page: 274
  article-title: The science of interaction
  publication-title: Information Visualization
– volume: 19
  start-page: 291
  issue: 2
  year: 2013
  end-page: 305
  article-title: Tripadvisorn‐d: A tourism‐inspired high‐dimensional space exploration framework with overview and detail
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– volume: 7
  start-page: 225
  issue: 3
  year: 2008
  end-page: 239
  article-title: Visually driven analysis of movement data by progressive clustering
  publication-title: Information Visualization
– volume: 7
  start-page: 3
  year: 2008
  end-page: 17
  article-title: Stories in GeoTime
  publication-title: Information Visualization
– volume: 31
  start-page: 338
  issue: 3
  year: 2007
  end-page: 349
  article-title: Storylines: Visual exploration and analysis in latent semantic spaces
  publication-title: Computers & Graphics
– start-page: 27
  year: 2010
  end-page: 34
– volume: 33
  start-page: 6
  issue: 4
  year: 2013
  end-page: 13
  article-title: Beyond Control Panels: Direct Manipulation for Visual Analytics
  publication-title: IEEE Computer Graphics and Applications
– start-page: 913
  year: 2010
  end-page: 922
– start-page: 3
  year: 2012
  end-page: 19
– volume: 11
  start-page: 1
  year: 2010
  end-page: 18
  article-title: An efficient explanation of individual classifications using game theory
  publication-title: Journal of Machine Learning Research
– year: 2007
– volume: 22
  start-page: 131
  issue: 1
  year: 2016
  end-page: 140
  article-title: Interaxis: Steering scatterplot axes via observation‐level interaction
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– volume: 19
  start-page: 2217
  issue: 12
  year: 2013
  end-page: 2226
  article-title: Using interactive visual reasoning to support sense‐making: Implications for design
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 85
  year: 2015
  end-page: 92
  article-title: Interactive visual analysis of lumbar back pain ‐ what the lumbar spine tells about your life
  publication-title: Proceedings of the 6th International Conference on Information Visualization Theory and Applications (VISIGRAPP 2015)
– volume: 14
  start-page: 1699
  issue: 6
  year: 2008
  end-page: 1706
  article-title: Interactive visual steering‐rapid visual prototyping of a common rail injection system
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 77
  year: 2011
  end-page: 86
– start-page: 57
  year: 2015
  end-page: 64
– volume: 8
  start-page: 1
  year: 2002
  end-page: 8
  article-title: Information visualization and visual data mining
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 177
  year: 2012
  end-page: 188
– volume: 19
  start-page: 1962
  issue: 12
  year: 2013
  end-page: 1971
  article-title: A partition‐based framework for building and validating regression models
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 132
  end-page: 139
– volume: 1
  start-page: 24
  issue: 1
  year: 2004
  end-page: 45
  article-title: Biclustering algorithms for biological data analysis: a survey
  publication-title: IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
– year: 2016
  article-title: Axisketcher: Interactive nonlinear axis mapping of visualizations through user drawings
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– volume: 17
  start-page: 2591
  issue: 12
  year: 2011
  end-page: 2599
  article-title: Brushing dimensions‐a dual visual analysis model for high‐dimensional data
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– start-page: 1
  year: 2014
  end-page: 25
  article-title: The human is the loop: new directions for visual analytics
  publication-title: Journal of Intelligent Information Systems
– volume: 104
  start-page: 211
  issue: 2
  year: 1997
  article-title: A solution to plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge
  publication-title: Psychological review
– start-page: 231
  year: 2011
  end-page: 240
– year: 2016
  article-title: The human‐computer system: Towards an operational model for problem‐solving
  publication-title: Hawaii International Conference on Systems Science (HICSS 2016)
– volume: 18
  start-page: 2621
  issue: 12
  year: 2012
  end-page: 2630
  article-title: Representative factor generation for the interactive visual analysis of high‐dimensional data
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– volume: 18
  start-page: 2879
  year: 2012
  end-page: 2888
  article-title: Semantic Interaction for Sensemaking: Inferring Analytical Reasoning for Model Steering
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– start-page: 127
  year: 2011
  end-page: 134
– year: 2016
  article-title: Visual interaction with dimensionality reduction: A structured literature analysis
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– volume: 19
  start-page: 2267
  issue: 12
  year: 2013
  end-page: 2276
  article-title: Supporting the visual analysis of dynamic networks by clustering associated temporal attributes
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– start-page: 33
  year: 2012
  end-page: 42
– volume: 28
  start-page: 82
  issue: 1
  year: 1985
  end-page: 88
  article-title: A survey of algorithms for contiguity‐constrained clustering and related problems
  publication-title: The Computer Journal
– year: 2005
  article-title: Semi‐supervised clustering with metric learning using relative comparisons
  publication-title: Fifth IEEE International Conference on Data Mining (ICDM'05)
– start-page: 442
  end-page: 450
– start-page: S56
  year: 2010
  end-page: S68
  article-title: Visualization of omics data for systems biology
  publication-title: Nature Methods 7
– start-page: 1
  year: 2016
  end-page: 16
  article-title: Predictive visual analytics of event evolution for user‐created context
  publication-title: Journal of Visualization
– year: 1995
– start-page: 269
  year: 1993
  end-page: 276
– start-page: 617
  year: 2013
  end-page: 622
– volume: 7
  start-page: 118
  year: 2008
  end-page: 132
  article-title: Jigsaw: supporting investigative analysis through interactive visualization
  publication-title: Information Visualization
– start-page: 121
  year: 1996
  end-page: 130
  article-title: Learning bayesian networks is np‐complete
  publication-title: Learning from Data
– start-page: 93
  year: 2012
  end-page: 102
– year: 2013
– start-page: 91
  year: 2013
  end-page: 100
– year: 2009
– volume: 17
  start-page: 2432
  issue: 12
  year: 2011
  end-page: 2439
  article-title: Cloudlines: Compact display of event episodes in multiple time‐series
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 911
  year: 2008
  end-page: 918
– volume: 20
  start-page: 1653
  issue: 12
  year: 2014
  end-page: 1662
  article-title: Progressive visual analytics: User‐driven visual exploration of in‐progress analytics
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– volume: 35
  start-page: 80
  issue: 7
  year: 2002
  end-page: 86
  article-title: Interactively exploring hierarchical clustering results
  publication-title: IEEE Computer
– year: 2012
  article-title: An Adaptive Parameter Space‐Filling Algorithm for Highly Interactive Cluster Exploration
  publication-title: Procedings of IEEE Symposium on Visual Analytics Science and Technology (VAST)
– start-page: 117
  year: 2014
  end-page: 140
  article-title: On computationally‐enhanced visual analysis of heterogeneous data and its application in biomedical informatics
  publication-title: Interactive Knowledge Discovery and Data Mining in Biomedical Informatics
– year: 2001
– volume: 8
  start-page: 1
  year: 2009
  end-page: 13
  article-title: Building and applying a human cognition model for visual analytics
  publication-title: Information Visualization
– volume: 19
  start-page: 2052
  issue: 12
  year: 2013
  end-page: 2059
  article-title: Semantics of directly manipulating spatializations
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– volume: 35
  start-page: 105
  issue: 4
  year: 2014
  end-page: 120
  article-title: Power to the people: The role of humans in interactive machine learning
  publication-title: AI Magazine
– start-page: 296
  year: 2014
  end-page: 299
– volume: 22
  start-page: 210
  issue: 1
  year: 2016
  end-page: 219
  article-title: Vairoma: A visual analytics system for making sense of places, times, and events in roman history
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– volume: 15
  start-page: 993
  issue: 6
  year: 2009
  end-page: 1000
  article-title: Interactive dimensionality reduction through user‐defined combinations of quality metrics
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– start-page: 111
  year: 2011
  end-page: 120
– volume: 21
  start-page: 70
  issue: 4
  year: 2006
  end-page: 73
  article-title: Making Sense of Sensemaking 1: Alternative Perspectives
  publication-title: IEEE Intelligent Systems
– start-page: 195
  year: 2009
  end-page: 202
– volume: 5
  start-page: 13
  issue: 4
  year: 2000
  end-page: 22
  article-title: The crisp‐dm model: the new blueprint for data mining
  publication-title: Journal of Data Warehousing
– start-page: 1459
  year: 2008
  end-page: 1466
  article-title: Brushing of attribute clouds for the visualization of multivariate data
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 3
  year: 2009
  end-page: 10
– volume: 8
  start-page: 333
  year: 1999
  end-page: 352
  article-title: Formality Considered Harmful: Experiences, Emerging Themes, and Directions on the Use of Formal Representations in Interactive Systems
  publication-title: Comput. Supported Coop. Work
– volume: 35
  start-page: 545
  issue: 6
  year: 2013
  end-page: 552
  article-title: Visne enables visualization of high dimensional single‐cell data and reveals phenotypic heterogeneity of leukemia
  publication-title: Nature Biotechnology
– volume: 35
  start-page: 94
  issue: 4
  year: 2015
  end-page: 99
  article-title: Semantic Interaction: Coupling Cognition and Computation through Usable Interactive Analytics
  publication-title: IEEE Computer Graphics and Applications
– start-page: 33
  year: 2014
  end-page: 40
– start-page: 193
  end-page: 202
  article-title: Integrating predictive analytics and social media
  publication-title: 2014 IEEE Conference on Visual Analytics Science and Technology (VAST)
– start-page: 543
  year: 2009
  end-page: 552
– start-page: 57
  end-page: 64
– start-page: 83
  year: 2009
  end-page: 90
– year: 2004
– volume: 28
  start-page: 767
  issue: 3
  year: 2009
  end-page: 774
  article-title: iPCA: An Interactive System for PCA‐based Visual Analytics
  publication-title: Computer Graphics Forum
– start-page: 159
  year: 1999
  end-page: 166
– volume: 13
  start-page: 1224
  issue: 6
  year: 2007
  end-page: 1231
  article-title: Toward a deeper understanding of the role of interaction in information visualization
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– start-page: 3
  year: 2008
  end-page: 10
  article-title: Visual cluster analysis of trajectory data with interactive Kohonen Maps
  publication-title: IEEE Symposium on Visual Analytics Science and Technology, 2008. VAST'08
– volume: 30
  start-page: 911
  issue: 3
  year: 2011
  end-page: 920
  article-title: Uncertainty‐aware exploration of continuous parameter spaces using multivariate prediction
  publication-title: Computer Graphics Forum
– volume: 30
  start-page: 711
  issue: 3
  year: 2011
  end-page: 720
  article-title: Interactive visual analysis of temporal cluster structures
  publication-title: Computer Graphics Forum
– start-page: 287
  year: 2012
  end-page: 291
– start-page: 297
  year: 2005
  end-page: 301
– volume: 34
  start-page: 38
  issue: 2
  year: 2014
  end-page: 47
  article-title: Characterizing cancer subtypes using dual analysis in caleydo stratomex
  publication-title: IEEE Computer Graphics and Applications
– start-page: 801
  end-page: 810
  article-title: The Sandbox for analysis: concepts and methods
  publication-title: ACM
– year: 2015
– start-page: 219
  year: 1993
  end-page: 247
  article-title: Bayesian analysis in expert systems
  publication-title: Statistical science
– start-page: 55
  year: 2010
  end-page: 64
– volume: 22
  start-page: 355
  issue: 4
  year: 2007
  end-page: 412
  article-title: Snif‐act: A cognitive model of user navigation on the world wide web
  publication-title: Human–Computer Interaction
– start-page: 181
  year: 2011
  end-page: 190
– start-page: 91
  year: 2010
  end-page: 98
– volume: 15
  start-page: 12
  issue: 5
  year: 2013
  end-page: 20
  article-title: Interactive machine learning in data exploitation
  publication-title: Computing in Science and Engineering
– start-page: 83
  year: 2010
  end-page: 90
– volume: 15
  start-page: S4
  issue: 6
  year: 2014
  article-title: Furby: fuzzy force‐directed bicluster visualization
  publication-title: BMC bioinformatics
– volume: 20
  start-page: 1803
  issue: 12
  year: 2014
  end-page: 1812
  article-title: Visual analytics for complex engineering systems: Hybrid visual steering of simulation ensembles
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– volume: 20
  start-page: 496
  issue: 4
  year: 2008
  end-page: 503
  article-title: Semisupervised clustering with metric learning using relative comparisons
  publication-title: IEEE Transactions on Knowledge and Data Engineering
– volume: 21
  start-page: 4
  issue: 1
  year: 2015
  end-page: 17
  article-title: An approach to supporting incremental visual data classification
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– volume: 3
  start-page: 111
  issue: 2
  year: 1999
  end-page: 126
  article-title: SOM‐based data visualization methods
  publication-title: Intelligent Data Analysis
– start-page: 151
  year: 2011
  end-page: 160
– volume: 3161
  year: 1986
  article-title: Cognitive engineering
  publication-title: User centered system design: New perspectives on human‐computer interaction
– volume: 4
  start-page: 327
  year: 2011
  end-page: 340
  article-title: Fluid interaction for information visualization
  publication-title: Information Visualization 10
– start-page: 1
  end-page: 20
– start-page: 29
  year: 2000
  end-page: 39
– volume: 16
  start-page: 1027
  issue: 6
  year: 2010
  end-page: 1035
  article-title: Comparative analysis of multidimensional, quantitative data
  publication-title: IEEE Transactions on Visualization and Computer Graphics (Proceedings Visualization / Information Visualization 2010)
– year: 2012
– start-page: 993
  year: 2003
  end-page: 1022
  article-title: Latent dirichlet allocation
  publication-title: The Journal of Machine Learning Research 3
– start-page: 1822
  year: 2006
  end-page: 1829
– volume: 46
  start-page: 90
  issue: 8
  year: 2013
  end-page: 94
  article-title: Bixplorer: Visual Analytics with Biclusters
  publication-title: Computer
– start-page: 43
  year: 2014
  end-page: 52
– volume: 140
  start-page: 640
  issue: 3
  year: 2010
  end-page: 651
  article-title: Bayesian emulation of complex multi‐output and dynamic computer models
  publication-title: Journal of Statistical Planning and Inference
– year: 1957
– start-page: 19
  year: 2008
  end-page: 26
– start-page: 144
  year: 2010
  end-page: 152
– start-page: 187
  end-page: 203
– volume: 23
  start-page: 131
  issue: 1
  year: 2017
  end-page: 140
  article-title: Designing progressive and interactive analytics processes for high‐dimensional data analysis
  publication-title: IEEE Transactions on Visualization & Computer Graphics
– volume: 101
  start-page: 5228
  issue: 1
  year: 2004
  end-page: 5235
  article-title: Finding scientific topics
  publication-title: Proceedings of the National Academy of Sciences
– start-page: 363
  year: 2008
  end-page: 371
– year: 2006
– volume: 28
  start-page: 29
  issue: 1
  year: 2001
  end-page: 44
  article-title: The integration of geographic visualization with knowledge discovery in databases and geocomputation
  publication-title: Cartography and Geographic Information Science
– volume: 22
  start-page: 629
  issue: 1
  year: 2016
  end-page: 638
  article-title: Probing projections: Interaction techniques for interpreting arrangements and errors of dimensionality reductions
  publication-title: Visualization and Computer Graphics, IEEE Transactions on
– volume: 22
  start-page: 81
  issue: 1
  year: 2016
  end-page: 90
  article-title: 3d regression heat map analysis of population study data
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 1
  end-page: 6
  article-title: Stochastic triplet embedding
  publication-title: 2012 IEEE International Workshop on Machine Learning for Signal Processing
– volume: 32
  start-page: 550
  year: 2014
  end-page: 558
– start-page: 154
  year: 2008
  end-page: 175
– year: 1999
– ident: e_1_2_9_84_1
  doi: 10.1109/TVCG.2011.179
– ident: e_1_2_9_106_1
  doi: 10.1145/1168149.1168168
– ident: e_1_2_9_50_1
  doi: 10.1177/1473871611413180
– start-page: 29
  volume-title: Proceedings of the 4th International Conference on the Practical Applications of Knowledge Discovery and Data Mining
  year: 2000
  ident: e_1_2_9_173_1
– volume: 31
  issue: 3
  year: 2012
  ident: e_1_2_9_108_1
  article-title: StratomeX: visual analysis of large‐scale heterogeneous genomics data for cancer subtype characterization
  publication-title: Computer Graphics Forum (EuroVis '12)
– volume: 15
  start-page: 1327
  issue: 6
  year: 2009
  ident: e_1_2_9_59_1
  article-title: Visual human+machine learning
  publication-title: IEEE TVCG
– ident: e_1_2_9_147_1
  doi: 10.1109/MC.1983.1654471
– start-page: 2
  volume-title: Proceedings of International Conference on Intelligence Analysis
  year: 2005
  ident: e_1_2_9_125_1
– start-page: 287
  volume-title: Proceedings of the Human Factors and Ergonomics Society Annual Meeting
  year: 2012
  ident: e_1_2_9_181_1
– volume-title: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning
  year: 2014
  ident: e_1_2_9_37_1
– start-page: 121
  year: 2011
  ident: e_1_2_9_47_1
  article-title: Observation‐level Interaction with Statistical Models for Visual Analytics
  publication-title: IEEE VAST
– ident: e_1_2_9_151_1
  doi: 10.1109/TVCG.2015.2467813
– ident: e_1_2_9_92_1
  doi: 10.1109/TVCG.2015.2468291
– volume-title: IEEE Symposium on Information Visualization, 2005. INFOVIS 2005
  ident: e_1_2_9_9_1
– start-page: 144
  volume-title: Proceedings of the Fourteenth Conference on Computational Natural Language Learning
  year: 2010
  ident: e_1_2_9_102_1
– ident: e_1_2_9_164_1
  doi: 10.1109/MCG.2014.1
– ident: e_1_2_9_155_1
– volume-title: Active Learning Literature Survey
  year: 2009
  ident: e_1_2_9_142_1
– ident: e_1_2_9_150_1
  doi: 10.1023/A:1008716330212
– start-page: 347
  year: 2013
  ident: e_1_2_9_72_1
  article-title: MultiFacet: A Faceted Interface for Browsing Large Multimedia Collections
  publication-title: 2013 IEEE International Symposium on Multimedia (ISM)
  doi: 10.1109/ISM.2013.66
– ident: e_1_2_9_185_1
  doi: 10.1016/j.cag.2007.01.025
– ident: e_1_2_9_124_1
– ident: e_1_2_9_55_1
  doi: 10.1145/604045.604056
– volume: 11
  start-page: 1
  year: 2010
  ident: e_1_2_9_148_1
  article-title: An efficient explanation of individual classifications using game theory
  publication-title: Journal of Machine Learning Research
– ident: e_1_2_9_182_1
  doi: 10.1109/TVCG.2007.70515
– volume-title: Introduction to Machine Learning
  year: 2014
  ident: e_1_2_9_10_1
– start-page: 83
  volume-title: Visual Analytics Science and Technology, 2009. VAST 2009. IEEE Symposium on
  year: 2009
  ident: e_1_2_9_28_1
  doi: 10.1109/VAST.2009.5333428
– ident: e_1_2_9_170_1
  doi: 10.1016/S1088-467X(99)00013-X
– start-page: 550
  volume-title: Proceedings of The 31st International Conference on Machine Learning
  year: 2014
  ident: e_1_2_9_5_1
– ident: e_1_2_9_96_1
  doi: 10.1109/IV.2006.31
– ident: e_1_2_9_35_1
  doi: 10.1109/MCG.2013.39
– ident: e_1_2_9_80_1
  doi: 10.1109/TVCG.2009.153
– volume: 35
  start-page: 94
  issue: 4
  year: 2015
  ident: e_1_2_9_44_1
  article-title: Semantic Interaction: Coupling Cognition and Computation through Usable Interactive Analytics
  publication-title: IEEE Computer Graphics and Applications
  doi: 10.1109/MCG.2015.91
– volume-title: Designing Mobile Interfaces
  year: 2011
  ident: e_1_2_9_68_1
– ident: e_1_2_9_25_1
  doi: 10.1111/j.1467-8659.2011.01940.x
– ident: e_1_2_9_71_1
  doi: 10.1145/1054972.1055031
– start-page: 647
  volume-title: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning
  year: 2016
  ident: e_1_2_9_38_1
– start-page: 93
  volume-title: Visual Analytics Science and Technology (VAST), 2012 IEEE Conference on
  year: 2012
  ident: e_1_2_9_42_1
  doi: 10.1109/VAST.2012.6400485
– ident: e_1_2_9_14_1
  doi: 10.1137/1.9781611972740.31
– ident: e_1_2_9_86_1
  doi: 10.1109/2945.981847
– volume-title: 2012 IEEE Conference on Visual Analytics Science and Technology (VAST)
  ident: e_1_2_9_11_1
– start-page: 33
  volume-title: Proceedings of the Eleventh Workshop on Visualization for Cyber Security
  year: 2014
  ident: e_1_2_9_16_1
  doi: 10.1145/2671491.2671497
– ident: e_1_2_9_6_1
  doi: 10.1609/aimag.v35i4.2513
– start-page: 1
  year: 2014
  ident: e_1_2_9_48_1
  article-title: The human is the loop: new directions for visual analytics
  publication-title: Journal of Intelligent Information Systems
– ident: e_1_2_9_64_1
  doi: 10.1109/TVCG.2007.70614
– ident: e_1_2_9_63_1
  doi: 10.1057/ivs.2008.28
– ident: e_1_2_9_83_1
  doi: 10.1109/TVCG.2013.211
– start-page: 11
  year: 2005
  ident: e_1_2_9_167_1
  article-title: The value of visualization
  publication-title: 16th IEEE Visualization 2005 (VIS 2005)
  doi: 10.1109/VIS.2005.102
– start-page: 121
  year: 1996
  ident: e_1_2_9_30_1
  article-title: Learning bayesian networks is np‐complete
  publication-title: Learning from Data
  doi: 10.1007/978-1-4612-2404-4_12
– ident: e_1_2_9_66_1
  doi: 10.1037/0033-295X.113.3.461
– start-page: 1
  year: 2016
  ident: e_1_2_9_183_1
  article-title: Predictive visual analytics of event evolution for user‐created context
  publication-title: Journal of Visualization
– start-page: 3
  year: 2008
  ident: e_1_2_9_139_1
  article-title: Visual cluster analysis of trajectory data with interactive Kohonen Maps
  publication-title: IEEE Symposium on Visual Analytics Science and Technology, 2008. VAST'08
  doi: 10.1109/VAST.2008.4677350
– ident: e_1_2_9_85_1
  doi: 10.1109/TVCG.2015.2467615
– start-page: 154
  volume-title: Information Visualization
  year: 2008
  ident: e_1_2_9_100_1
  doi: 10.1007/978-3-540-70956-5
– start-page: 33
  volume-title: Visual Analytics Science and Technology (VAST), 2012 IEEE Conference on
  year: 2012
  ident: e_1_2_9_116_1
  doi: 10.1109/VAST.2012.6400491
– start-page: 993
  year: 2003
  ident: e_1_2_9_23_1
  article-title: Latent dirichlet allocation
  publication-title: The Journal of Machine Learning Research 3
– ident: e_1_2_9_58_1
  doi: 10.1109/MC.2013.269
– start-page: 1
  ident: e_1_2_9_169_1
  article-title: Stochastic triplet embedding
  publication-title: 2012 IEEE International Workshop on Machine Learning for Signal Processing
– ident: e_1_2_9_15_1
  doi: 10.1201/9781584889977
– ident: e_1_2_9_138_1
  doi: 10.1145/169059.169209
– volume: 2
  start-page: 1926
  year: 1997
  ident: e_1_2_9_157_1
  article-title: Automation surprises
  publication-title: Handbook of Human Factors and Ergonomics
– ident: e_1_2_9_120_1
  doi: 10.1109/TVCG.2012.65
– start-page: 911
  volume-title: Computer Graphics Forum
  year: 2008
  ident: e_1_2_9_115_1
– ident: e_1_2_9_153_1
  doi: 10.1109/TVCG.2014.2346574
– start-page: 117
  year: 2014
  ident: e_1_2_9_161_1
  article-title: On computationally‐enhanced visual analysis of heterogeneous data and its application in biomedical informatics
  publication-title: Interactive Knowledge Discovery and Data Mining in Biomedical Informatics
  doi: 10.1007/978-3-662-43968-5_7
– ident: e_1_2_9_74_1
  doi: 10.1145/302979.303030
– start-page: S56
  year: 2010
  ident: e_1_2_9_62_1
  article-title: Visualization of omics data for systems biology
  publication-title: Nature Methods 7
  doi: 10.1038/nmeth.1436
– volume: 14
  start-page: 1
  issue: 19
  year: 2013
  ident: e_1_2_9_130_1
  article-title: Visual cavity analysis in molecular simulations
  publication-title: BMC Bioinformatics
– start-page: 801
  ident: e_1_2_9_179_1
  article-title: The Sandbox for analysis: concepts and methods
  publication-title: ACM
– start-page: 297
  volume-title: Proceedings of the Human Factors and Ergonomics Society Annual Meeting
  year: 2005
  ident: e_1_2_9_51_1
– volume: 35
  start-page: 545
  issue: 6
  year: 2013
  ident: e_1_2_9_7_1
  article-title: Visne enables visualization of high dimensional single‐cell data and reveals phenotypic heterogeneity of leukemia
  publication-title: Nature Biotechnology
  doi: 10.1038/nbt.2594
– volume-title: The Elements of Statistical Learning
  year: 2001
  ident: e_1_2_9_52_1
– ident: e_1_2_9_163_1
  doi: 10.1109/TVCG.2012.256
– start-page: 177
  volume-title: SDM
  year: 2012
  ident: e_1_2_9_26_1
– ident: e_1_2_9_8_1
  doi: 10.1145/1753326.1753336
– start-page: 913
  volume-title: Computer Graphics Forum
  year: 2010
  ident: e_1_2_9_3_1
– ident: e_1_2_9_122_1
– ident: e_1_2_9_32_1
  doi: 10.1109/VAST.2010.5652443
– ident: e_1_2_9_107_1
  doi: 10.1109/TVCG.2010.138
– ident: e_1_2_9_160_1
  doi: 10.1109/TVCG.2011.178
– ident: e_1_2_9_81_1
  doi: 10.1111/j.1467-8659.2009.01475.x
– year: 2016
  ident: e_1_2_9_158_1
  article-title: Visual interaction with dimensionality reduction: A structured literature analysis
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– volume-title: Sensemaking in organizations
  year: 1995
  ident: e_1_2_9_172_1
– ident: e_1_2_9_18_1
– ident: e_1_2_9_70_1
  doi: 10.1109/TVCG.2013.188
– year: 2012
  ident: e_1_2_9_13_1
  article-title: An Adaptive Parameter Space‐Filling Algorithm for Highly Interactive Cluster Exploration
  publication-title: Procedings of IEEE Symposium on Visual Analytics Science and Technology (VAST)
– start-page: 83
  volume-title: Visual Analytics Science and Technology (VAST), 2012 IEEE Conference on
  year: 2012
  ident: e_1_2_9_21_1
  doi: 10.1109/VAST.2012.6400486
– ident: e_1_2_9_113_1
  doi: 10.1109/TVCG.2014.2346744
– volume-title: gCLUTO–An Interactive Clustering, Visualization, and Analysis System., University of Minnesota, Department of Computer Science and Engineering, CSE
  year: 2004
  ident: e_1_2_9_135_1
– ident: e_1_2_9_131_1
  doi: 10.1016/j.neucom.2014.09.061
– ident: e_1_2_9_156_1
  doi: 10.1109/TVCG.2014.2346481
– ident: e_1_2_9_45_1
  doi: 10.1109/TVCG.2012.260
– year: 2016
  ident: e_1_2_9_91_1
  article-title: Axisketcher: Interactive nonlinear axis mapping of visualizations through user drawings
  publication-title: IEEE Transactions on Visualization and Computer Graphics
– start-page: 231
  volume-title: Visual Analytics Science and Technology (VAST), 2011 IEEE Conference on
  year: 2011
  ident: e_1_2_9_41_1
  doi: 10.1109/VAST.2011.6102461
– start-page: 1822
  volume-title: Proceedings, The Twenty‐First National Conference on Artificial Intelligence and the Eighteenth Innovative Applications of Artificial Intelligence Conference, July 16‐20, 2006
  year: 2006
  ident: e_1_2_9_126_1
– ident: e_1_2_9_149_1
  doi: 10.1109/38.974518
– volume: 95
  start-page: 423
  issue: 3
  year: 2014
  ident: e_1_2_9_69_1
  article-title: Interactive topic modeling
  publication-title: Machine Learning
  doi: 10.1007/s10994-013-5413-0
– ident: e_1_2_9_178_1
  doi: 10.1287/orsc.1050.0133
– ident: e_1_2_9_112_1
  doi: 10.1109/TVCG.2008.145
– year: 2005
  ident: e_1_2_9_90_1
  article-title: Semi‐supervised clustering with metric learning using relative comparisons
  publication-title: Fifth IEEE International Conference on Data Mining (ICDM'05)
  doi: 10.1109/ICDM.2005.128
– ident: e_1_2_9_29_1
  doi: 10.1109/TVCG.2015.2467971
– start-page: 1673
  volume-title: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
  year: 2012
  ident: e_1_2_9_57_1
  doi: 10.1145/2207676.2208294
– start-page: 91
  volume-title: Computer Graphics Forum
  year: 2013
  ident: e_1_2_9_184_1
– ident: e_1_2_9_144_1
  doi: 10.1057/palgrave.ivs.9500180
– start-page: 83
  volume-title: Visual Analytics Science and Technology (VAST), 2010 IEEE Symposium on
  year: 2010
  ident: e_1_2_9_186_1
  doi: 10.1109/VAST.2010.5652530
– ident: e_1_2_9_117_1
  doi: 10.1109/TCBB.2004.2
– start-page: 43
  volume-title: Visual Analytics Science and Technology (VAST), 2014 IEEE Conference on
  year: 2014
  ident: e_1_2_9_19_1
  doi: 10.1109/VAST.2014.7042480
– year: 2016
  ident: e_1_2_9_134_1
  article-title: The human‐computer system: Towards an operational model for problem‐solving
  publication-title: Hawaii International Conference on Systems Science (HICSS 2016)
  doi: 10.1109/HICSS.2016.183
– ident: e_1_2_9_119_1
  doi: 10.1093/comjnl/28.1.82
– start-page: 181
  volume-title: Visual Analytics Science and Technology (VAST), 2011 IEEE Conference on
  year: 2011
  ident: e_1_2_9_114_1
  doi: 10.1109/VAST.2011.6102456
– volume-title: Proceedings of The 30th International Conference on Machine Learning (ICML)
  year: 2013
  ident: e_1_2_9_22_1
– ident: e_1_2_9_24_1
– ident: e_1_2_9_98_1
  doi: 10.1109/TVCG.2014.2346482
– start-page: 287
  volume-title: Information Visualisation, 2008. IV'08. 12th International Conference
  year: 2008
  ident: e_1_2_9_187_1
– ident: e_1_2_9_67_1
  doi: 10.1559/152304001782173952
– volume: 5
  start-page: 13
  issue: 4
  year: 2000
  ident: e_1_2_9_146_1
  article-title: The crisp‐dm model: the new blueprint for data mining
  publication-title: Journal of Data Warehousing
– volume-title: Extreme Value Theory: An Introduction
  year: 2007
  ident: e_1_2_9_40_1
– ident: e_1_2_9_4_1
  doi: 10.1109/VAST.2009.5332584
– volume-title: A Bi‐directional Visualization Pipeline that Enables Visual to Parametric Interation (V2PI)
  ident: e_1_2_9_103_1
– ident: e_1_2_9_75_1
  doi: 10.1109/TVCG.2013.198
– start-page: 85
  year: 2015
  ident: e_1_2_9_88_1
  article-title: Interactive visual analysis of lumbar back pain ‐ what the lumbar spine tells about your life
  publication-title: Proceedings of the 6th International Conference on Information Visualization Theory and Applications (VISIGRAPP 2015)
  doi: 10.5220/0005235500850092
– start-page: 151
  volume-title: Visual Analytics Science and Technology (VAST), 2011 IEEE Conference on
  year: 2011
  ident: e_1_2_9_168_1
  doi: 10.1109/VAST.2011.6102453
– ident: e_1_2_9_128_1
  doi: 10.1109/TVCG.2014.2331979
– volume-title: Readings in Information Visualization: Using Vision to Think
  year: 1999
  ident: e_1_2_9_33_1
– start-page: 219
  year: 1993
  ident: e_1_2_9_140_1
  article-title: Bayesian analysis in expert systems
  publication-title: Statistical science
– ident: e_1_2_9_20_1
  doi: 10.1201/9781420059458.ch4
– ident: e_1_2_9_109_1
  doi: 10.1109/TVCG.2010.225
– ident: e_1_2_9_43_1
  doi: 10.1109/MCG.2013.53
– ident: e_1_2_9_180_1
– ident: e_1_2_9_152_1
  doi: 10.1109/TVCG.2014.2346665
– start-page: 127
  volume-title: Biological Data Visualization (BioVis), 2011 IEEE Symposium on
  year: 2011
  ident: e_1_2_9_53_1
  doi: 10.1109/BioVis.2011.6094057
– volume-title: Rank Correlation Methods
  year: 1990
  ident: e_1_2_9_87_1
– start-page: 91
  volume-title: Visual Analytics Science and Technology (VAST), 2010 IEEE Symposium on
  year: 2010
  ident: e_1_2_9_123_1
  doi: 10.1109/VAST.2010.5652940
– start-page: 111
  volume-title: Visual Analytics Science and Technology (VAST), 2011 IEEE Conference on
  year: 2011
  ident: e_1_2_9_111_1
  doi: 10.1109/VAST.2011.6102448
– ident: e_1_2_9_17_1
  doi: 10.1201/b10774
– ident: e_1_2_9_145_1
– ident: e_1_2_9_27_1
  doi: 10.1201/9781584889977.ch2
– start-page: 801
  volume-title: Proceedings of the 27th Annual ACM Symposium on Applied Computing
  year: 2012
  ident: e_1_2_9_54_1
  doi: 10.1145/2245276.2245432
– ident: e_1_2_9_101_1
  doi: 10.1037/0033-295X.104.2.211
– volume: 3161
  year: 1986
  ident: e_1_2_9_121_1
  article-title: Cognitive engineering
  publication-title: User centered system design: New perspectives on human‐computer interaction
  doi: 10.1201/b15703-3
– start-page: 19
  volume-title: Visual Analytics Science and Technology, 2008. VAST'08. IEEE Symposium on
  year: 2008
  ident: e_1_2_9_61_1
  doi: 10.1109/VAST.2008.4677352
– ident: e_1_2_9_73_1
  doi: 10.1109/TVCG.2012.258
– volume: 20
  start-page: 496
  issue: 4
  year: 2008
  ident: e_1_2_9_89_1
  article-title: Semisupervised clustering with metric learning using relative comparisons
  publication-title: IEEE Transactions on Knowledge and Data Engineering
  doi: 10.1109/TKDE.2007.190715
– start-page: 195
  volume-title: Visual Analytics Science and Technology, 2009. VAST 2009. IEEE Symposium on
  year: 2009
  ident: e_1_2_9_137_1
  doi: 10.1109/VAST.2009.5333920
– start-page: 369
  volume-title: Proceedings of the 28th International Conference on Machine Learning (ICML‐11)
  year: 2011
  ident: e_1_2_9_60_1
– ident: e_1_2_9_76_1
– start-page: 296
  volume-title: Intelligence and Security Informatics Conference (JISIC), 2014 IEEE Joint
  year: 2014
  ident: e_1_2_9_177_1
  doi: 10.1109/JISIC.2014.59
– ident: e_1_2_9_104_1
– ident: e_1_2_9_162_1
  doi: 10.1109/TVCG.2016.2598470
– start-page: 57
  volume-title: 2015 IEEE Conference on Visual Analytics Science and Technology (VAST),
  year: 2015
  ident: e_1_2_9_36_1
  doi: 10.1109/VAST.2015.7347631
– start-page: 617
  volume-title: Neural Information Processing
  year: 2013
  ident: e_1_2_9_171_1
  doi: 10.1007/978-3-642-42054-2_77
– ident: e_1_2_9_154_1
  doi: 10.1109/MC.2002.1016905
– volume: 22
  start-page: 355
  issue: 4
  year: 2007
  ident: e_1_2_9_56_1
  article-title: Snif‐act: A cognitive model of user navigation on the world wide web
  publication-title: Human–Computer Interaction
– volume-title: Bridging Information Visualization with Machine Learning (Dagstuhl Seminar 15101)
  year: 2015
  ident: e_1_2_9_95_1
– ident: e_1_2_9_141_1
  doi: 10.1109/TVCG.2015.2467717
– ident: e_1_2_9_166_1
  doi: 10.1111/j.1467-8659.2011.01920.x
– volume-title: Illuminating the Path: The Research and Development Agenda for Visual Analytics
  year: 2005
  ident: e_1_2_9_159_1
– start-page: 193
  ident: e_1_2_9_105_1
  article-title: Integrating predictive analytics and social media
  publication-title: 2014 IEEE Conference on Visual Analytics Science and Technology (VAST)
– ident: e_1_2_9_77_1
– start-page: 73
  year: 2012
  ident: e_1_2_9_82_1
  article-title: Just‐in‐time annotation of clusters, outliers, and trends in point‐based data visualizations
  publication-title: Visual Analytics Science and Technology (VAST), 2012 IEEE Conference on
  doi: 10.1109/VAST.2012.6400487
– start-page: 1459
  year: 2008
  ident: e_1_2_9_79_1
  article-title: Brushing of attribute clouds for the visualization of multivariate data
  publication-title: IEEE Transactions on Visualization and Computer Graphics
  doi: 10.1109/TVCG.2008.116
– start-page: 543
  volume-title: Proceedings of the 18th ACM conference on Information and knowledge management
  year: 2009
  ident: e_1_2_9_110_1
  doi: 10.1145/1645953.1646023
– volume: 15
  start-page: 12
  issue: 5
  year: 2013
  ident: e_1_2_9_129_1
  article-title: Interactive machine learning in data exploitation
  publication-title: Computing in Science and Engineering
  doi: 10.1109/MCSE.2013.74
– ident: e_1_2_9_175_1
  doi: 10.1145/1835804.1835827
– ident: e_1_2_9_2_1
  doi: 10.1109/ITSIM.2008.4631672
– start-page: 187
  volume-title: Helping Users Sort Faster with Adaptive Machine Learning Recommendations
  ident: e_1_2_9_39_1
– volume: 15
  start-page: S4
  issue: 6
  year: 2014
  ident: e_1_2_9_143_1
  article-title: Furby: fuzzy force‐directed bicluster visualization
  publication-title: BMC bioinformatics
  doi: 10.1186/1471-2105-15-S6-S4
– ident: e_1_2_9_34_1
  doi: 10.1016/j.jspi.2009.08.006
– start-page: 363
  volume-title: Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
  year: 2008
  ident: e_1_2_9_78_1
  doi: 10.1145/1401890.1401937
– start-page: 1
  volume-title: Automatic Keyword Extraction from Individual Documents
  ident: e_1_2_9_133_1
– start-page: 21
  volume-title: Visual Analytics Science and Technology (VAST), 2011 IEEE Conference on
  year: 2011
  ident: e_1_2_9_99_1
  doi: 10.1109/VAST.2011.6102438
– volume: 30
  start-page: 703
  issue: 9
  year: 2014
  ident: e_1_2_9_132_1
  article-title: Invisque as a tool for intelligence analysis: the construction of explanatory narratives
  publication-title: International Journal of Human‐Computer Interaction
  doi: 10.1080/10447318.2014.905422
– start-page: 77
  volume-title: Proceedings of the 27th Spring Conference on Computer Graphics
  year: 2011
  ident: e_1_2_9_165_1
  doi: 10.1145/2461217.2461234
– ident: e_1_2_9_136_1
  doi: 10.1057/palgrave.ivs.9500183
– ident: e_1_2_9_118_1
  doi: 10.1109/TVCG.2013.125
– start-page: 473
  volume-title: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
  year: 2012
  ident: e_1_2_9_46_1
  doi: 10.1145/2207676.2207741
– ident: e_1_2_9_127_1
  doi: 10.1057/ivs.2009.22
– ident: e_1_2_9_93_1
  doi: 10.1109/MIS.2006.75
– ident: e_1_2_9_31_1
  doi: 10.1109/MCG.2006.70
– ident: e_1_2_9_94_1
  doi: 10.1109/MIS.2006.100
– start-page: 57
  volume-title: Proceedings of the IEEE Symposium on Information Visualization
  ident: e_1_2_9_176_1
– start-page: 3
  volume-title: The Handbook for Teaching Leadership
  year: 2012
  ident: e_1_2_9_12_1
– ident: e_1_2_9_49_1
  doi: 10.1057/palgrave.ivs.9500173
– ident: e_1_2_9_65_1
  doi: 10.1073/pnas.0307752101
– start-page: 981
  year: 2015
  ident: e_1_2_9_174_1
  article-title: Learning concept embeddings with combined human‐machine expertise
  publication-title: 2015 IEEE International Conference on Computer Vision (ICCV)
  doi: 10.1109/ICCV.2015.118
– volume: 28
  start-page: 100
  issue: 2
  year: 2011
  ident: e_1_2_9_97_1
  article-title: Dimensionality reduction for data visualization
  publication-title: IEEE Signal Processing Magazine
  doi: 10.1109/MSP.2010.940003
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Snippet Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical...
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SubjectTerms Analytics
Artificial intelligence
Categories and Subject Descriptors: Human‐Centred Computing
Computer Science
data mining
Human-Computer Interaction
information visualization
Interactive systems
Machine Learning
Mathematical analysis
Scientific visualization
State of the art
Statistics
visual analytics
Visualization
Title The State of the Art in Integrating Machine Learning into Visual Analytics
URI https://onlinelibrary.wiley.com/doi/abs/10.1111%2Fcgf.13092
https://www.proquest.com/docview/1973451494
https://hal.science/hal-01714743
Volume 36
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