-
2
-
-
70350487954
-
Dimensionality reduction: A comparative review
-
L. J. P. V. der Maaten, E. O. Postma, and H. J. V. D. Herik, "Dimensionality reduction: A comparative review," J. Mach. Learn. Res., vol. 10, pp. 1-41, 2009.
-
(2009)
J. Mach. Learn. Res
, vol.10
, pp. 1-41
-
-
Der Maaten, L.J.P.V.1
Postma, E.O.2
Herik, H.J.V.D.3
-
4
-
-
0003562364
-
-
2nd ed., Springer Series in Statistics. New York, NY, USA: Springer
-
I. Borg, and P. J. F. Groenen, Modern Multidimensional Scaling Theory and Applications, 2nd ed., Springer Series in Statistics. New York, NY, USA: Springer, 2010.
-
(2010)
Modern Multidimensional Scaling Theory and Applications
-
-
Borg, I.1
Groenen, P.J.F.2
-
5
-
-
84950351930
-
Multidimensional scaling: I theory and method
-
W. Torgerson, "Multidimensional scaling: I. theory and method," Psychometrika, vol. 17, no. 4, pp. 401-419, 1952.
-
(1952)
Psychometrika
, vol.17
, Issue.4
, pp. 401-419
-
-
Torgerson, W.1
-
6
-
-
0001070640
-
A heuristic for graph drawing
-
P. A. Eades, "A heuristic for graph drawing," Congressus Numerantium, vol. 42, pp. 149-160, 1984.
-
(1984)
Congressus Numerantium
, vol.42
, pp. 149-160
-
-
Eades, P.A.1
-
7
-
-
47349114942
-
Point placement by phylogenetic trees and its application to visual analysis of document collections
-
A. M. Cuadros, F. V. Paulovich, R. Minghim, and G. P. Telles, "Point placement by phylogenetic trees and its application to visual analysis of document collections," in Proc. IEEE Symp. Vis. Anal. Sci. Technol., 2007, pp. 99-106.
-
(2007)
Proc. IEEE Symp. Vis. Anal. Sci. Technol
, pp. 99-106
-
-
Cuadros, A.M.1
Paulovich, F.V.2
Minghim, R.3
Telles, G.P.4
-
8
-
-
80955157799
-
Improved similarity trees and their application to visual data classification
-
Dec
-
J. G. S. Paiva, L F. C., H. Pedrini, G. P. Telles, and R. Minghim, "Improved similarity trees and their application to visual data classification," IEEE Trans. Vis. Comput. Graph., vol. 17, no. 12, pp. 2459-2468, Dec. 2011.
-
(2011)
IEEE Trans. Vis. Comput. Graph
, vol.17
, Issue.12
, pp. 2459-2468
-
-
Paiva, J.G.S.1
L, F.C.2
Pedrini, H.3
Telles, G.P.4
Minghim, R.5
-
10
-
-
41549088933
-
Least square projection: A fast high-precision multidimensional projection technique and its application to document mapping
-
May/ Jun
-
F. V. Paulovich, L. G. Nonato, R. Minghim, and H. Levkowitz, "Least square projection: A fast high-precision multidimensional projection technique and its application to document mapping," IEEE Trans. Vis. Comput. Graph., vol. 14, no. 3, pp. 564-575, May/ Jun. 2008.
-
(2008)
IEEE Trans. Vis. Comput. Graph
, vol.14
, Issue.3
, pp. 564-575
-
-
Paulovich, F.V.1
Nonato, L.G.2
Minghim, R.3
Levkowitz, H.4
-
11
-
-
28444473249
-
Supervised nonlinear dimensionality reduction for visualization and classification
-
Dec
-
X. Geng, D. C. Zhan, and Z. H. Zhou, "Supervised nonlinear dimensionality reduction for visualization and classification," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 35, no. 6, pp. 1098-1107, Dec. 2005.
-
(2005)
IEEE Trans. Syst., Man, Cybern. B, Cybern
, vol.35
, Issue.6
, pp. 1098-1107
-
-
Geng, X.1
Zhan, D.C.2
Zhou, Z.H.3
-
12
-
-
61849137245
-
Quality assessment of dimensionality reduction: Rank-based criteria
-
J. A. Lee and M. Verleysen, "Quality assessment of dimensionality reduction: Rank-based criteria," Neurocomputing, vol. 72, no. 7, pp. 1431-1443, 2009.
-
(2009)
Neurocomputing
, vol.72
, Issue.7
, pp. 1431-1443
-
-
Lee, J.A.1
Verleysen, M.2
-
13
-
-
2942522853
-
Trustworthiness and metrics in visualizing similarity of gene expression
-
S. Kaski, J. Nikkilä, M. Oja, J. Venna, P. Törönen, and E. Castrén, "Trustworthiness and metrics in visualizing similarity of gene expression," BMC Bioinformatics, vol. 4, no. 1, p. 48, 2003.
-
(2003)
BMC Bioinformatics
, vol.4
, Issue.1
, pp. 48
-
-
Kaski, S.1
Nikkilä, J.2
Oja, M.3
Venna, J.4
Törönen, P.5
Castrén, E.6
-
14
-
-
77957908161
-
Scale-independent quality criteria for dimensionality reduction
-
J. A. Lee and M. Verleysen, "Scale-independent quality criteria for dimensionality reduction," Pattern Recognit. Lett., vol. 31, no. 14, pp. 2248-2257, 2010.
-
(2010)
Pattern Recognit. Lett
, vol.31
, Issue.14
, pp. 2248-2257
-
-
Lee, J.A.1
Verleysen, M.2
-
15
-
-
77949507946
-
Information retrieval perspective to nonlinear dimensionality reduction for data visualization
-
J. Venna, J. Peltonen, K. Nybo, H. Aidos, and S. Kaski, "Information retrieval perspective to nonlinear dimensionality reduction for data visualization," J. Mach. Learn. Res., vol. 11, pp. 451-490, 2010.
-
(2010)
J. Mach. Learn. Res
, vol.11
, pp. 451-490
-
-
Venna, J.1
Peltonen, J.2
Nybo, K.3
Aidos, H.4
Kaski, S.5
-
16
-
-
33847360579
-
Visualizing distortions and recovering topology in continuous projection techniques
-
M. Aupetit, "Visualizing distortions and recovering topology in continuous projection techniques," Neurocomputing, vol. 70, no. 7, pp. 1304-1330, 2007.
-
(2007)
Neurocomputing
, vol.70
, Issue.7
, pp. 1304-1330
-
-
Aupetit, M.1
-
17
-
-
84877788942
-
Checkviz: Sanity check and topological clues for linear and non-linear mappings
-
S. Lespinats and M. Aupetit, "Checkviz: Sanity check and topological clues for linear and non-linear mappings," Comput. Graph. Forum, vol. 30, no. 1, pp. 113-125, 2011.
-
(2011)
Comput. Graph. Forum
, vol.30
, Issue.1
, pp. 113-125
-
-
Lespinats, S.1
Aupetit, M.2
-
18
-
-
80855141835
-
Quality metrics in high-dimensional data visualization: An overview and systematization
-
Dec
-
E. Bertini, A. Tatu, and D. Keim, "Quality metrics in high-dimensional data visualization: An overview and systematization," IEEE Trans. Vis. Comput. Graph., vol. 17, no. 12, pp. 2203-2212, Dec. 2011.
-
(2011)
IEEE Trans. Vis. Comput. Graph
, vol.17
, Issue.12
, pp. 2203-2212
-
-
Bertini, E.1
Tatu, A.2
Keim, D.3
-
19
-
-
77957961693
-
Visual quality metrics and human perception: An initial study on 2d projections of large multidimensional data
-
A. Tatu, P. Bak, E. Bertini, D. A. Keim, and J. Schneidewind, "Visual quality metrics and human perception: An initial study on 2D projections of large multidimensional data," in Proc. Working Conf. Adv. Vis. Interfaces, 2010, pp. 49-56.
-
(2010)
Proc. Working Conf. Adv. Vis. Interfaces
, pp. 49-56
-
-
Tatu, A.1
Bak, P.2
Bertini, E.3
Keim, D.A.4
Schneidewind, J.5
-
20
-
-
68549110238
-
Selecting good views of high-dimensional data using class consistency
-
M. Sips, B. Neubert, J. P. Lewis, and P. Hanrahan, "Selecting good views of high-dimensional data using class consistency," Computer Graphics Forum, vol. 28, no. 3, pp. 831-838, 2009.
-
(2009)
Computer Graphics Forum
, vol.28
, Issue.3
, pp. 831-838
-
-
Sips, M.1
Neubert, B.2
Lewis, J.P.3
Hanrahan, P.4
-
21
-
-
72849140660
-
Combining automated analysis and visualization techniques for effective exploration of highdimensional data
-
A. Tatu, G. Albuquerque, M. Eisemann, J. Schneidewind, H. Theisel, M. Magnor, and D. A. Keim, "Combining automated analysis and visualization techniques for effective exploration of highdimensional data," in Proc. IEEE Symp. Vis. Analytic Sci. Technol., 2009, pp. 59-66.
-
(2009)
Proc. IEEE Symp. Vis. Analytic Sci. Technol
, pp. 59-66
-
-
Tatu, A.1
Albuquerque, G.2
Eisemann, M.3
Schneidewind, J.4
Theisel, H.5
Magnor, M.6
Keim, D.A.7
-
23
-
-
84875863474
-
A taxonomy of visual cluster separation factors
-
M. Sedlmair, A. Tatu, T. Munzner, and M. Tory, "A taxonomy of visual cluster separation factors," Comput. Graph. Forum, vol. 31, no. 3, pp. 1335-1344, 2012.
-
(2012)
Comput. Graph. Forum
, vol.31
, Issue.3
, pp. 1335-1344
-
-
Sedlmair, M.1
Tatu, A.2
Munzner, T.3
Tory, M.4
-
24
-
-
85087435630
-
Human cluster evaluation and formal quality measures: A comparative study
-
J. M. Lewis, M. Ackerman, and V. de Sa, "Human cluster evaluation and formal quality measures: A comparative study," in Proc. 34th Annu. Conf. Cognit. Sci. Soc., 2012, pp. 1870-1875.
-
(2012)
Proc. 34th Annu. Conf. Cognit. Sci. Soc
, pp. 1870-1875
-
-
Lewis, J.M.1
Ackerman, M.2
De Sa, V.3
-
25
-
-
84855799777
-
Perceptionbased visual quality measures
-
Oct
-
G. Albuquerque, M. Eisemann, and M. Magnor, "Perceptionbased visual quality measures," in Proc. IEEE Symp. Vis. Analytic Sci. Technol., Oct. 2011, pp. 13-20.
-
(2011)
Proc. IEEE Symp. Vis. Analytic Sci. Technol
, pp. 13-20
-
-
Albuquerque, G.1
Eisemann, M.2
Magnor, M.3
-
26
-
-
77955748406
-
The perception of correlation in scatterplots
-
R. Rensink and G. Baldridge, "The perception of correlation in scatterplots," Comput. Graph. Forum, vol. 29, pp. 1203-1210, 2010.
-
(2010)
Comput. Graph. Forum
, vol.29
, pp. 1203-1210
-
-
Rensink, R.1
Baldridge, G.2
-
27
-
-
84907420099
-
The visual perception of correlation in scatterplots
-
[Online]
-
R. Rensink and G. Baldridge. (2010). The visual perception of correlation in scatterplots J. Vision [Online]. 10(7), p. 975. Available: http://www.journalofvision.org/content/10/7/975.abstract
-
(2010)
J. Vision
, vol.10
, Issue.7
, pp. 975
-
-
Rensink, R.1
Baldridge, G.2
-
28
-
-
84915828124
-
The rapid perception of correlation in scatterplots
-
[Online]
-
R. Rensink. (2011). The rapid perception of correlation in scatterplots J. Vision [Online]. 11(11), p. 1085 Available: http://www. journalofvision.org/content/11/11/1085.abstract
-
(2011)
J. Vision
, vol.11
, Issue.11
, pp. 1085
-
-
Rensink, R.1
-
29
-
-
0034704229
-
A global geometric faramework for nonlinear dimensionality reduction
-
J. B. Tenembaum, V. de Silva, and J. C. Langford, "A global geometric faramework for nonlinear dimensionality reduction," Science, vol. 290, pp. 2319-2323, 2000.
-
(2000)
Science
, vol.290
, pp. 2319-2323
-
-
Tenembaum, J.B.1
De Silva, V.2
Langford, J.C.3
-
30
-
-
59049104293
-
Glimmer: Multilevel mds on the gpu
-
Mar
-
S. Ingram, T. Munzner, and M. Olano, "Glimmer: Multilevel MDS on the GPU," IEEE Trans. Vis. Comput. Graph., vol. 15, no. 2, pp. 249-261, Mar. 2009.
-
(2009)
IEEE Trans. Vis. Comput. Graph
, vol.15
, Issue.2
, pp. 249-261
-
-
Ingram, S.1
Munzner, T.2
Olano, M.3
-
32
-
-
84886684561
-
Dimensionality reduction in the wild: Gaps and guidance
-
Vancouver, BC, Canada, Tech. Rep. TR-2012-03
-
M. Sedlmair, M. Brehmer, S. Ingram, and T. Munzner, "Dimensionality reduction in the wild: Gaps and guidance," Dept. Comput. Sci., Univ. British Columbia, Vancouver, BC, Canada, Tech. Rep. TR-2012-03, 2012.
-
(2012)
Dept. Comput. Sci., Univ. British Columbia
-
-
Sedlmair, M.1
Brehmer, M.2
Ingram, S.3
Munzner, T.4
-
33
-
-
9444294778
-
From instance-level constraints to space-level constraints: Making the most of prior knowledge in data clustering
-
D. Klein, S. D. Kamvar, and C. D. Manning, "From instance-level constraints to space-level constraints: Making the most of prior knowledge in data clustering," in Proc. 19th Int. Conf. Mach. Learn., 2002, pp. 307-314.
-
(2002)
Proc. 19th Int. Conf. Mach. Learn
, pp. 307-314
-
-
Klein, D.1
Kamvar, S.D.2
Manning, C.D.3
-
35
-
-
0001820920
-
X-means: Extending k-means with efficient estimation of the number of clusters
-
D. Pelleg and A. W. Moore, "X-means: Extending k-means with efficient estimation of the number of clusters," in Proc. 17th. Int. Conf. Mach. Learn., 2000, pp. 727-734.
-
(2000)
Proc. 17th. Int. Conf. Mach. Learn
, pp. 727-734
-
-
Pelleg, D.1
Moore, A.W.2
-
37
-
-
84946031884
-
Procedures for detecting outlying observations in samples
-
F. E. Grubbs, "Procedures for detecting outlying observations in samples," Technometrics, vol. 11, pp. 1-21, 1969.
-
(1969)
Technometrics
, vol.11
, pp. 1-21
-
-
Grubbs, F.E.1
-
38
-
-
0039845384
-
Efficient algorithms for mining outliers from large data sets
-
S. Ramaswamy, R. Rastogi, and K. Shim, "Efficient algorithms for mining outliers from large data sets," in Proc. ACM SIGMOD Int. Conf. Manage. Data, 2000, pp. 427-438.
-
(2000)
Proc. ACM SIGMOD Int. Conf. Manage. Data
, pp. 427-438
-
-
Ramaswamy, S.1
Rastogi, R.2
Shim, K.3
-
39
-
-
70449559229
-
Using one-class svm outliers detection for verification of collaboratively tagged image training sets
-
[Online]
-
H. Lukashevich, S. Nowak, and P. Dunker. (2009). Using one-class SVM outliers detection for verification of collaboratively tagged image training sets," Proc. IEEE Int. Conf. Multimedia Expo, pp. 682-685 [Online]. Available: http://dl.acm.org/citation.cfm? id=1698924.1699092
-
(2009)
Proc. IEEE Int. Conf. Multimedia Expo
, pp. 682-685
-
-
Lukashevich, H.1
Nowak, S.2
Dunker, P.3
-
40
-
-
85170282443
-
A density-based algorithm for discovering clusters in large spatial databases with noise
-
M. Ester, H.-P. Kriegel, J. Sander, and X. Xu, "A density-based algorithm for discovering clusters in large spatial databases with noise," in Proc. 2nd Int. Conf. Knowl. Discovery Data Mining, 1996, pp. 226-231.
-
(1996)
Proc. 2nd Int. Conf. Knowl. Discovery Data Mining
, pp. 226-231
-
-
Ester, M.1
Kriegel, H.-P.2
Sander, J.3
Xu, X.4
-
41
-
-
0039253819
-
Lof: Identifying density-based local outliers
-
M. Breunig, H.-P. Kriegel, R. T. Ng, and J. Sander, "Lof: Identifying density-based local outliers," in Proc. ACM SIGMOD Int. Conf. Manage. Data, 2000, pp. 93-104.
-
(2000)
Proc. ACM SIGMOD Int. Conf. Manage. Data
, pp. 93-104
-
-
Breunig, M.1
Kriegel, H.-P.2
Ng, R.T.3
Sander, J.4
-
42
-
-
0001529784
-
Remarks on some nonparametric estimates of a density function
-
Sep
-
M. Rosenblatt, "Remarks on some nonparametric estimates of a density function," Ann. Math. Stat., vol. 27, no. 3, pp. 832-837, Sep. 1956.
-
(1956)
Ann. Math. Stat
, vol.27
, Issue.3
, pp. 832-837
-
-
Rosenblatt, M.1
-
43
-
-
0030372807
-
Local likelihood density estimation
-
C. R. Loader, "Local likelihood density estimation," Ann. Statist., vol. 24, no. 4, pp. 1602-1618, 1996.
-
(1996)
Ann. Statist
, vol.24
, Issue.4
, pp. 1602-1618
-
-
Loader, C.R.1
-
45
-
-
84886643002
-
Empirical guidance on scatterplot and dimension reduction technique choices
-
Dec
-
M. Sedlmair, T. Munzner, and M. Tory, "Empirical guidance on scatterplot and dimension reduction technique choices," IEEE Trans. Vis. Comput. Graph., vol. 19, no. 12, pp. 2634-2643, Dec. 2013.
-
(2013)
IEEE Trans. Vis. Comput. Graph
, vol.19
, Issue.12
, pp. 2634-2643
-
-
Sedlmair, M.1
Munzner, T.2
Tory, M.3
|