-
1
-
-
34247127902
-
Exploratory tools for clustering multivariate data
-
Atkinson AC, Riani M (2007) Exploratory tools for clustering multivariate data. Comput Stat Data Anal 52: 272-285.
-
(2007)
Comput Stat Data Anal
, vol.52
, pp. 272-285
-
-
Atkinson, A.C.1
Riani, M.2
-
3
-
-
85012832118
-
-
Atkinson AC, Riani M, Cerioli A (2006) Random start forward searches with envelopes for detecting clusters in multivariate data. In: Zani S, Cerioli A, Riani M, Vichi M (eds) Data analysis, classification and the forward search, pp 163-172.
-
-
-
-
4
-
-
0027453616
-
Model-based Gaussian and non-Gaussian clustering
-
Banfield JD, Raftery AE (1993) Model-based Gaussian and non-Gaussian clustering. Biometrics 49: 803-821.
-
(1993)
Biometrics
, vol.49
, pp. 803-821
-
-
Banfield, J.D.1
Raftery, A.E.2
-
5
-
-
0002757023
-
Probability models and hypotheses testing in partitioning cluster analysis
-
P. Arabie, L. J. Hubert, and G. SoeteDe (Eds.), River Edge: World Scientific
-
Bock H-H (1996a) Probability models and hypotheses testing in partitioning cluster analysis. In: Arabie P, Hubert LJ, De Soete G (eds) Clustering and classification. World Scientific, River Edge, pp 377-453.
-
(1996)
Clustering and Classification
, pp. 377-453
-
-
Bock, H.-H.1
-
6
-
-
0030289011
-
Probabilistic models in cluster analysis
-
Bock H-H (1996b) Probabilistic models in cluster analysis. Comput Stat Data Anal 23: 5-28.
-
(1996)
Comput Stat Data Anal
, vol.23
, pp. 5-28
-
-
Bock, H.-H.1
-
7
-
-
77955848835
-
Large-sample results for optimization-based clustering methods
-
Bryant PG (1991) Large-sample results for optimization-based clustering methods. Comput Stat Data Anal 23: 5-28.
-
(1991)
Comput Stat Data Anal
, vol.23
, pp. 5-28
-
-
Bryant, P.G.1
-
8
-
-
0032375671
-
Nearest neighbor clutter removal for estimating features in spatial point processes
-
Byers SD, Raftery AE (1998) Nearest neighbor clutter removal for estimating features in spatial point processes. J Am Stat Assoc 93: 577-584.
-
(1998)
J Am Stat Assoc
, vol.93
, pp. 577-584
-
-
Byers, S.D.1
Raftery, A.E.2
-
9
-
-
0001626339
-
Classification EM algorithm for clustering and two stochastic versions
-
Celeux G, Govaert A (1992a) Classification EM algorithm for clustering and two stochastic versions. Comput Stat Data Anal 13: 315-332.
-
(1992)
Comput Stat Data Anal
, vol.13
, pp. 315-332
-
-
Celeux, G.1
Govaert, A.2
-
10
-
-
0029305528
-
Gaussian parsimonious clustering models
-
Celeux G, Govaert A (1992b) Gaussian parsimonious clustering models. Pattern Recognit 28: 781-793.
-
(1992)
Pattern Recognit
, vol.28
, pp. 781-793
-
-
Celeux, G.1
Govaert, A.2
-
11
-
-
85012856399
-
-
Cerioli A, Riani M, Atkinson AC (2006) Robust classification with categorical variables. In: Rizzi A, Vichi M (eds) Proceedings in computational statistics, pp 507-519.
-
-
-
-
14
-
-
0031493778
-
Trimmed k-means: An attempt to robustify quantizers
-
Cuesta-Albertos JA, Gordaliza A, Matrán C (1997) Trimmed k-means: an attempt to robustify quantizers. Ann Stat 25: 553-576.
-
(1997)
Ann Stat
, vol.25
, pp. 553-576
-
-
Cuesta-Albertos, J.A.1
Gordaliza, A.2
Matrán, C.3
-
17
-
-
47649122556
-
Robust estimation in the normal mixture model based on robust clustering
-
Cuesta-Albertos JA, Matran C, Mayo-Iscar A (2008) Robust estimation in the normal mixture model based on robust clustering. J R Stat Soc Ser B 70: 779-802.
-
(2008)
J R Stat Soc Ser B
, vol.70
, pp. 779-802
-
-
Cuesta-Albertos, J.A.1
Matran, C.2
Mayo-Iscar, A.3
-
18
-
-
0035963461
-
Cluster analysis: A further approach based on density estimation
-
Cuevas A, Febrero M, Fraiman R (2001) Cluster analysis: a further approach based on density estimation. Comput Stat Data Anal 36: 441-459.
-
(2001)
Comput Stat Data Anal
, vol.36
, pp. 441-459
-
-
Cuevas, A.1
Febrero, M.2
Fraiman, R.3
-
19
-
-
0032337237
-
Detecting features in spatial point processes with clutter via model-based clustering
-
Dasgupta A, Raftery AE (1998) Detecting features in spatial point processes with clutter via model-based clustering. J Am Stat Assoc 93: 294-302.
-
(1998)
J Am Stat Assoc
, vol.93
, pp. 294-302
-
-
Dasgupta, A.1
Raftery, A.E.2
-
21
-
-
84945952294
-
The identification of multiple outliers
-
Davies PL, Gather U (1993) The identification of multiple outliers. J Am Stat Assoc 88: 782-801.
-
(1993)
J Am Stat Assoc
, vol.88
, pp. 782-801
-
-
Davies, P.L.1
Gather, U.2
-
22
-
-
38549090693
-
Robust clustering in high dimensional data using statistical depths
-
Ding Y, Dang X, Peng H, Wilkins D (2007) Robust clustering in high dimensional data using statistical depths. BMC Bioinformatics 8(Suppl 7): S8.
-
(2007)
BMC Bioinformatics
, vol.8
, Issue.SUPPL. 7
-
-
Ding, Y.1
Dang, X.2
Peng, H.3
Wilkins, D.4
-
23
-
-
0002231562
-
The notion of breakdown point
-
P. J. Bickel, K. Doksum, and J. L. HodgesJr (Eds.), Belmont: Wadsworth
-
Donoho DL, Huber PJ (1983) The notion of breakdown point. In: Bickel PJ, Doksum K, Hodges JL Jr (eds) A Festschrift for Erich L. Lehmann. Wadsworth, Belmont, pp 157-184.
-
(1983)
A Festschrift for Erich L. Lehmann
, pp. 157-184
-
-
Donoho, D.L.1
Huber, P.J.2
-
24
-
-
3543126520
-
Fast and robust general purpose clustering algorithms
-
Estivill-Castro V, Yang J (2004) Fast and robust general purpose clustering algorithms. Data Min Knowl Discov 8: 127-150.
-
(2004)
Data Min Knowl Discov
, vol.8
, pp. 127-150
-
-
Estivill-Castro, V.1
Yang, J.2
-
25
-
-
0003578015
-
-
London: Heinemann Education Books
-
Everitt BS (1977) Cluster analysis. Heinemann Education Books, London.
-
(1977)
Cluster Analysis
-
-
Everitt, B.S.1
-
27
-
-
0000014486
-
Cluster analysis of multivariate data: Efficiency versus interpreability of classifications
-
Forgy E (1965) Cluster analysis of multivariate data: efficiency versus interpreability of classifications. Biometrics 21: 768.
-
(1965)
Biometrics
, vol.21
, pp. 768
-
-
Forgy, E.1
-
28
-
-
0032269108
-
How many clusters? Which clustering methods? Answers via model-based cluster analysis
-
Fraley C, Raftery AE (1998) How many clusters? Which clustering methods? Answers via model-based cluster analysis. Comput J 41: 578-588.
-
(1998)
Comput J
, vol.41
, pp. 578-588
-
-
Fraley, C.1
Raftery, A.E.2
-
29
-
-
34247969087
-
On some invariant criterion for grouping data
-
Friedman HP, Rubin J (1967) On some invariant criterion for grouping data. J Am Stat Assoc 63: 1159-1178.
-
(1967)
J Am Stat Assoc
, vol.63
, pp. 1159-1178
-
-
Friedman, H.P.1
Rubin, J.2
-
30
-
-
34147101277
-
Maximum likelihood clustering with outliers
-
K. Jajuga, A. Sokolowski, and H. H. Bock (Eds.), Berlin: Springer-Verlag
-
Gallegos MT (2002) Maximum likelihood clustering with outliers. In: Jajuga K, Sokolowski A, Bock HH (eds) Classification, clustering and data analysis: recent advances and applications. Springer-Verlag, Berlin, pp 247-255.
-
(2002)
Classification, Clustering and Data Analysis: Recent Advances and Applications
, pp. 247-255
-
-
Gallegos, M.T.1
-
31
-
-
18444366492
-
A robust method for cluster analysis
-
Gallegos MT, Ritter G (2005) A robust method for cluster analysis. Ann Stat 33: 347-380.
-
(2005)
Ann Stat
, vol.33
, pp. 347-380
-
-
Gallegos, M.T.1
Ritter, G.2
-
32
-
-
76149085499
-
Trimming algorithms for clustering contaminated grouped data and their robustness
-
Gallegos MT, Ritter G (2009) Trimming algorithms for clustering contaminated grouped data and their robustness. Adv Data Anal Classif 3: 135-167.
-
(2009)
Adv Data Anal Classif
, vol.3
, pp. 135-167
-
-
Gallegos, M.T.1
Ritter, G.2
-
33
-
-
1542532405
-
Robustness properties of k-means and trimmed k-means
-
García-Escudero LA, Gordaliza A (1999) Robustness properties of k-means and trimmed k-means. J Am Stat Assoc 94: 956-969.
-
(1999)
J Am Stat Assoc
, vol.94
, pp. 956-969
-
-
García-Escudero, L.A.1
Gordaliza, A.2
-
34
-
-
24644504141
-
Generalized radius processes for elliptically contoured distributions
-
García-Escudero LA, Gordaliza A (2005a) Generalized radius processes for elliptically contoured distributions. J Am Stat Assoc 471: 1036-1045.
-
(2005)
J Am Stat Assoc
, vol.471
, pp. 1036-1045
-
-
García-Escudero, L.A.1
Gordaliza, A.2
-
35
-
-
33744726447
-
A proposal for robust curve clustering
-
García-Escudero LA, Gordaliza A (2005b) A proposal for robust curve clustering. J Classif 22: 185-201.
-
(2005)
J Classif
, vol.22
, pp. 185-201
-
-
García-Escudero, L.A.1
Gordaliza, A.2
-
36
-
-
34147141432
-
The importance of the scales in heterogeneous robust clustering
-
García-Escudero LA, Gordaliza A (2007) The importance of the scales in heterogeneous robust clustering. Comput Stat Data Anal 51: 4403-4412.
-
(2007)
Comput Stat Data Anal
, vol.51
, pp. 4403-4412
-
-
García-Escudero, L.A.1
Gordaliza, A.2
-
37
-
-
0033248629
-
A central limit theorem for multivariate generalized trimmed k-means
-
García-Escudero LA, Gordaliza A, Matrn C (1999) A central limit theorem for multivariate generalized trimmed k-means. Ann Stat 27: 1061-1079.
-
(1999)
Ann Stat
, vol.27
, pp. 1061-1079
-
-
García-Escudero, L.A.1
Gordaliza, A.2
Matrn, C.3
-
40
-
-
58149345979
-
Robust linear clustering
-
García-Escudero LA, Gordaliza A, San Martín R, van Aelst S, Zamar R (2009) Robust linear clustering. J R Stat Soc Ser B 71: 301-318.
-
(2009)
J R Stat Soc Ser B
, vol.71
, pp. 301-318
-
-
García-Escudero, L.A.1
Gordaliza, A.2
San Martín, R.3
van Aelst, S.4
Zamar, R.5
-
41
-
-
85012849764
-
-
García-Escudero LA, Gordaliza A, Matrán C, Mayo-Iscar A (2010) Exploring the number of groups in robust model-based clustering. (submitted.) Preprint http://www. eio. uva. es/infor/personas/langel. html.
-
-
-
-
42
-
-
0000836150
-
Best approximations to random variables based on trimming procedures
-
Gordaliza A (1991) Best approximations to random variables based on trimming procedures. J Approx Theory 64: 162-180.
-
(1991)
J Approx Theory
, vol.64
, pp. 162-180
-
-
Gordaliza, A.1
-
44
-
-
0003841907
-
-
New York: Wiley
-
Hampel FR, Rousseeuw PJ, Ronchetti E, Stahel WA (1986) Robust statistics, the approach based on the influence function. Wiley, New York.
-
(1986)
Robust Statistics, the Approach Based on the Influence Function
-
-
Hampel, F.R.1
Rousseeuw, P.J.2
Ronchetti, E.3
Stahel, W.A.4
-
45
-
-
0344513198
-
Outlier detection in the multiple cluster setting using the minimum covariance determinant estimator
-
Hardin J, Rocke D (2004) Outlier detection in the multiple cluster setting using the minimum covariance determinant estimator. Comput Stat Data Anal 44: 625-638.
-
(2004)
Comput Stat Data Anal
, vol.44
, pp. 625-638
-
-
Hardin, J.1
Rocke, D.2
-
46
-
-
0001354471
-
A constrained formulation of maximum likelihood estimation for normal mixture distributions
-
Hathaway RJ (1985) A constrained formulation of maximum likelihood estimation for normal mixture distributions. Ann Stat 13: 795-800.
-
(1985)
Ann Stat
, vol.13
, pp. 795-800
-
-
Hathaway, R.J.1
-
47
-
-
0038454627
-
Clusters, outliers, and regression: Fixed point clusters
-
Hennig C (2003) Clusters, outliers, and regression: fixed point clusters. J Multivar Anal 86: 183-212.
-
(2003)
J Multivar Anal
, vol.86
, pp. 183-212
-
-
Hennig, C.1
-
48
-
-
24344501318
-
Breakdown points for maximum likelihood-estimators of location-scale mixtures
-
Hennig C (2004) Breakdown points for maximum likelihood-estimators of location-scale mixtures. Ann Stat 32: 1313-1340.
-
(2004)
Ann Stat
, vol.32
, pp. 1313-1340
-
-
Hennig, C.1
-
49
-
-
43049147671
-
Dissolution point and isolation robustness: Robustness criteria for general cluster analysis methods
-
Hennig C (2008) Dissolution point and isolation robustness: robustness criteria for general cluster analysis methods. J Multivar Anal 99: 1154-1176.
-
(2008)
J Multivar Anal
, vol.99
, pp. 1154-1176
-
-
Hennig, C.1
-
51
-
-
0035336998
-
Two-phase clustering process for outliers detection
-
Jiang MF, Tseng SS, Su CM (2001) Two-phase clustering process for outliers detection. Pattern Recognit Lett 22: 691-700.
-
(2001)
Pattern Recognit Lett
, vol.22
, pp. 691-700
-
-
Jiang, M.F.1
Tseng, S.S.2
Su, C.M.3
-
53
-
-
34548620918
-
Scale-invariant clustering with minimum volume ellipsoids
-
Kumar M, Orlin JB (2008) Scale-invariant clustering with minimum volume ellipsoids. Comput Oper Res 35: 1017-1029.
-
(2008)
Comput Oper Res
, vol.35
, pp. 1017-1029
-
-
Kumar, M.1
Orlin, J.B.2
-
54
-
-
0033919664
-
Mixture models, robustness, and the weighted likelihood methodology
-
Markatou M (2000) Mixture models, robustness, and the weighted likelihood methodology. Biometrics 356: 483-486.
-
(2000)
Biometrics
, vol.356
, pp. 483-486
-
-
Markatou, M.1
-
55
-
-
23844486772
-
Principal components and orthogonal regression based on robust scales
-
Maronna R (2005) Principal components and orthogonal regression based on robust scales. Technometrics 47: 264-273.
-
(2005)
Technometrics
, vol.47
, pp. 264-273
-
-
Maronna, R.1
-
56
-
-
0016203667
-
Multivariate clustering procedures with variable metrics
-
Maronna R, Jacovkis PM (1974) Multivariate clustering procedures with variable metrics. Biometrics 30: 499-505.
-
(1974)
Biometrics
, vol.30
, pp. 499-505
-
-
Maronna, R.1
Jacovkis, P.M.2
-
60
-
-
34250115918
-
An examination of procedures for determining the number of clusters in a data set
-
Milligan GW, Cooper MC (1985) An examination of procedures for determining the number of clusters in a data set. Psychometrika 50: 159-179.
-
(1985)
Psychometrika
, vol.50
, pp. 159-179
-
-
Milligan, G.W.1
Cooper, M.C.2
-
61
-
-
0000371878
-
Excess mass estimates and tests for multimodality
-
Müller DW, Sawitzki G (1991) Excess mass estimates and tests for multimodality. J Am Stat Assoc 86: 738-746.
-
(1991)
J Am Stat Assoc
, vol.86
, pp. 738-746
-
-
Müller, D.W.1
Sawitzki, G.2
-
63
-
-
76149130045
-
New robust dynamic plots for regression mixture detection
-
Perrotta D, Riani M, Torti F (2009) New robust dynamic plots for regression mixture detection. Adv Data Anal Classif 3: 263-279.
-
(2009)
Adv Data Anal Classif
, vol.3
, pp. 263-279
-
-
Perrotta, D.1
Riani, M.2
Torti, F.3
-
64
-
-
0001030653
-
Measuring mass concentrations and estimating density contour clusters: An excess mass approach
-
Polonik W (1995) Measuring mass concentrations and estimating density contour clusters: an excess mass approach. Ann Stat 23: 855-881.
-
(1995)
Ann Stat
, vol.23
, pp. 855-881
-
-
Polonik, W.1
-
65
-
-
0030344143
-
Identification of outliers in multivariate data
-
Rocke DM, Woodruff DM (1996) Identification of outliers in multivariate data. J Am Stat Assoc 91: 1047-1061.
-
(1996)
J Am Stat Assoc
, vol.91
, pp. 1047-1061
-
-
Rocke, D.M.1
Woodruff, D.M.2
-
66
-
-
34147187402
-
Computational connections between robust multivariate analysis and clustering
-
W. Härdle, B. Rönz (Eds.), Heidelberg: Physica-Verlag
-
Rocke DM, Woodruff DM (2002) Computational connections between robust multivariate analysis and clustering. In: Härdle W, Rönz B (eds) COMPSTAT 2002 proceedings in computational statistics. Physica-Verlag, Heidelberg, pp 255-260.
-
(2002)
COMPSTAT 2002 Proceedings in Computational Statistics
, pp. 255-260
-
-
Rocke, D.M.1
Woodruff, D.M.2
-
67
-
-
0002564033
-
Multivariate estimation with high breakdown point
-
W. Grossmann, G. Pflug, I. Vincze, and W. Wertz (Eds.), Dordrecht: Reidel
-
Rousseeuw PJ (1985) Multivariate estimation with high breakdown point. In: Grossmann W, Pflug G, Vincze I, Wertz W (eds) Mathematical statistics and applications. Reidel, Dordrecht, pp 283-297.
-
(1985)
Mathematical Statistics and Applications
, pp. 283-297
-
-
Rousseeuw, P.J.1
-
69
-
-
0032680362
-
A fast algorithm for the minimum covariance determinant estimator
-
Rousseeuw PJ, van Driessen K (1999) A fast algorithm for the minimum covariance determinant estimator. Technometrics 41: 212-223.
-
(1999)
Technometrics
, vol.41
, pp. 212-223
-
-
Rousseeuw, P.J.1
van Driessen, K.2
-
70
-
-
4544358803
-
An algorithm for positive-breakdown regression based on concentration steps
-
W. Gaul, O. Opitz, and M. Schader (Eds.), New York: Springer Verlag
-
Rousseeuw PJ, van Driessen K (2000) An algorithm for positive-breakdown regression based on concentration steps. In: Gaul W, Opitz O, Schader M (eds) Data analysis: scientific modeling and practical application. Springer Verlag, New York, pp 335-446.
-
(2000)
Data Analysis: Scientific Modeling and Practical Application
, pp. 335-446
-
-
Rousseeuw, P.J.1
van Driessen, K.2
-
71
-
-
85012841754
-
-
Santos-Pereira CM, Pires AM (2002) Detection of outliers in multivariate data, a method based on clustering and robust estimators. In: Proceedings in computational statistics, pp 291-296.
-
-
-
-
72
-
-
73149113302
-
RelaxMCD: Smooth optimisation for the minimum covariance determinant estimator
-
Schynsa M, Haesbroeck G, Critchley F (2010) RelaxMCD: smooth optimisation for the minimum covariance determinant estimator. Comput Stat Data Anal 54: 843-857.
-
(2010)
Comput Stat Data Anal
, vol.54
, pp. 843-857
-
-
Schynsa, M.1
Haesbroeck, G.2
Critchley, F.3
-
75
-
-
0000217783
-
Integer programming and the theory of grouping
-
Vinod HD (1969) Integer programming and the theory of grouping. J Am Stat Assoc 64: 506-519.
-
(1969)
J Am Stat Assoc
, vol.64
, pp. 506-519
-
-
Vinod, H.D.1
-
76
-
-
64849112891
-
Diagnosing multivariate outliers detected by robust estimators
-
Willems G, Joe H, Zamar R (2009) Diagnosing multivariate outliers detected by robust estimators. J Comput Graph Stat 18: 73-91.
-
(2009)
J Comput Graph Stat
, vol.18
, pp. 73-91
-
-
Willems, G.1
Joe, H.2
Zamar, R.3
-
77
-
-
4444358559
-
Experiments with, and on, algorithms for maximum likelihood clustering
-
Woodruff DL, Reiners T (2004) Experiments with, and on, algorithms for maximum likelihood clustering. Comput Stat Data Anal 47: 237-253.
-
(2004)
Comput Stat Data Anal
, vol.47
, pp. 237-253
-
-
Woodruff, D.L.1
Reiners, T.2
|