-
1
-
-
67650299342
-
Learning highly structured manifolds: Harnessing the power of SOMs
-
M. Biehl, B. Hammer, M. Verleysen, T. Villmann, Springer-Verlag
-
E. Merényi, K. Taşdemir, and L. Zhang Learning highly structured manifolds: harnessing the power of SOMs M. Biehl, B. Hammer, M. Verleysen, T. Villmann, Similarity Based Clustering, Lecture Notes in Artificial Intelligence vol. 5400 2009 Springer-Verlag 138 168
-
(2009)
Similarity Based Clustering, Lecture Notes in Artificial Intelligence
, vol.5400
, pp. 138-168
-
-
Merényi, E.1
Taşdemir, K.2
Zhang, L.3
-
3
-
-
84899013108
-
On spectral clustering: Analysis and an algorithm
-
T. Dietterich, S. Becker, Z. Ghahramani, MIT Press
-
A. Ng, M. Jordan, and Y. Weiss On spectral clustering: analysis and an algorithm T. Dietterich, S. Becker, Z. Ghahramani, Advances in Neural Information Processing Systems vol. 14 2002 MIT Press
-
(2002)
Advances in Neural Information Processing Systems
, vol.14
-
-
Ng, A.1
Jordan, M.2
Weiss, Y.3
-
5
-
-
35448945640
-
Spectral clustering with eigenvector selection
-
DOI 10.1016/j.patcog.2007.07.023, PII S0031320307003688, Feature Generation and Machine Learning for Robust Multimodal Biometrics
-
T. Xiang, and S. Gong Spectral clustering with eigenvector selection Pattern Recognition 41 3 2008 1012 1029 (Pubitemid 47632681)
-
(2008)
Pattern Recognition
, vol.41
, Issue.3
, pp. 1012-1029
-
-
Xiang, T.1
Gong, S.2
-
7
-
-
4243128193
-
On clusterings: Good, bad and spectral
-
R. Kannan, S. Vempala, and A. Vetta On clusterings: good, bad and spectral Journal of the ACM 51 3 2004 497 515
-
(2004)
Journal of the ACM
, vol.51
, Issue.3
, pp. 497-515
-
-
Kannan, R.1
Vempala, S.2
Vetta, A.3
-
9
-
-
34548583274
-
-
Technical Report TR-149, Max Planck Institute for Biological Cybernetics, March 2007
-
U. von Luxburg, A Tutorial on Spectral Clustering, Technical Report TR-149, Max Planck Institute for Biological Cybernetics, March 2007.
-
A Tutorial on Spectral Clustering
-
-
Von Luxburg, U.1
-
10
-
-
34548025132
-
A survey of kernel and spectral methods for clustering
-
DOI 10.1016/j.patcog.2007.05.018, PII S0031320307002580
-
M. Filippone, F. Camastra, F. Masulli, and S. Rovetta A survey of kernel and spectral methods for clustering Pattern Recognition 41 1 2008 176 190 (Pubitemid 47284212)
-
(2008)
Pattern Recognition
, vol.41
, Issue.1
, pp. 176-190
-
-
Filippone, M.1
Camastra, F.2
Masulli, F.3
Rovetta, S.4
-
11
-
-
67650686504
-
Approximate spectral clustering
-
T. Theeramunkong, Springer-Verlag Berlin, Heidelberg
-
L. Wang, C. Leckie, K. Ramamohanarao, and J. Bezdek Approximate spectral clustering T. Theeramunkong, PAKDD 2009, Lecture Notes on Artificial Intelligence vol. 5476 2009 Springer-Verlag Berlin, Heidelberg 134 146
-
(2009)
PAKDD 2009, Lecture Notes on Artificial Intelligence
, vol.5476
, pp. 134-146
-
-
Wang, L.1
Leckie, C.2
Ramamohanarao, K.3
Bezdek, J.4
-
12
-
-
79551528802
-
Parallel spectral clustering in distributed systems
-
W.-Y. Chen, Y. Song, H. Bai, C.-J. Lin, and E.Y. Chang Parallel spectral clustering in distributed systems IEEE Transactions on Pattern Analysis and Machine Intelligence 33 3 2011 568 586
-
(2011)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.33
, Issue.3
, pp. 568-586
-
-
Chen, W.-Y.1
Song, Y.2
Bai, H.3
Lin, C.-J.4
Chang, E.Y.5
-
13
-
-
77957020072
-
Enabling scalable spectral clustering for image segmentation
-
F. Tung, A. Wong, and D.A. Clausi Enabling scalable spectral clustering for image segmentation Pattern Recognition 43 12 2010 4069 4076
-
(2010)
Pattern Recognition
, vol.43
, Issue.12
, pp. 4069-4076
-
-
Tung, F.1
Wong, A.2
Clausi, D.A.3
-
14
-
-
0742286179
-
Spectral grouping using the Nyström method
-
C. Fowlkes, S. Belongie, F. Chung, and J. Malik Spectral grouping using the Nyström method IEEE Transactions on Pattern Analysis and Machine Intelligence 26 2 2004 214 225
-
(2004)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.26
, Issue.2
, pp. 214-225
-
-
Fowlkes, C.1
Belongie, S.2
Chung, F.3
Malik, J.4
-
15
-
-
33746922014
-
Approximate clustering in very large relational data
-
DOI 10.1002/int.20162
-
J. Bezdek, R. Hathaway, J. Huband, C. Leckie, and R. Kotagiri Approximate clustering in very large relational data International Journal of Intelligent Systems 21 8 2006 817 841 (Pubitemid 44196348)
-
(2006)
International Journal of Intelligent Systems
, vol.21
, Issue.8
, pp. 817-841
-
-
Bezdek, J.C.1
Hathaway, R.J.2
Huband, J.M.3
Leckie, C.4
Kotagiri, R.5
-
16
-
-
40049083817
-
Selective sampling for approximate clustering of very large data sets
-
DOI 10.1002/int.20268
-
L. Wang, J. Bezdek, C. Leckie, and R. Kotagiri Selective sampling for approximate clustering of very large datasets International Journal of Intelligent Systems 23 3 2008 313 331 (Pubitemid 351322241)
-
(2008)
International Journal of Intelligent Systems
, vol.23
, Issue.3
, pp. 313-331
-
-
Wang, L.1
Bezdek, J.C.2
Leckie, C.3
Kotagiri, R.4
-
17
-
-
70350657266
-
Fast approximate spectral clustering
-
D. Yan, L. Huang, M.I. Jordan, Fast approximate spectral clustering, in: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 09, 2009, pp. 907916.
-
(2009)
Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 09
, pp. 907-916
-
-
Yan, D.1
Huang, L.2
Jordan, M.I.3
-
18
-
-
77957979677
-
Approximate pairwise clustering for large data sets via sampling plus extension
-
L. Wang, C. Leckie, R. Kotagiri, and J. Bezdek Approximate pairwise clustering for large data sets via sampling plus extension Pattern Recognition 44 2 2011 222 235
-
(2011)
Pattern Recognition
, vol.44
, Issue.2
, pp. 222-235
-
-
Wang, L.1
Leckie, C.2
Kotagiri, R.3
Bezdek, J.4
-
20
-
-
0003410791
-
-
second ed. Springer-Verlag Berlin, Heidelberg
-
T. Kohonen Self-Organizing Maps second ed. 1997 Springer-Verlag Berlin, Heidelberg
-
(1997)
Self-Organizing Maps
-
-
Kohonen, T.1
-
21
-
-
0027632248
-
Neural gas network for vector quantization and its application to time series prediction
-
T. Martinetz, S. Berkovich, and K. Schulten Neural gas network for vector quantization and its application to time series prediction IEEE Transactions on Neural Networks 4 4 1993 558 569
-
(1993)
IEEE Transactions on Neural Networks
, vol.4
, Issue.4
, pp. 558-569
-
-
Martinetz, T.1
Berkovich, S.2
Schulten, K.3
-
22
-
-
34748844548
-
Knowledge discovery in urban environments from fused multi-dimensional imagery
-
P. Gamba, M. Crawford, (Eds.) Paris, France, 1113 April 2007, IEEE Catalog number 07EX1577
-
E. Merényi, B. Csathó, K. Taşdemir, Knowledge discovery in urban environments from fused multi-dimensional imagery, in: P. Gamba, M. Crawford, (Eds.), Proceedings of Fourth IEEE GRSS/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas (URBAN 2007), Paris, France, 1113 April 2007, IEEE Catalog number 07EX1577, 2007.
-
(2007)
Proceedings of Fourth IEEE GRSS/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas (URBAN 2007)
-
-
E. Merényi1
-
23
-
-
0037379640
-
Neural maps in remote sensing image analysis
-
DOI 10.1016/S0893-6080(03)00021-2
-
T. Villmann, E. Merényi, and B. Hammer Neural maps in remote sensing image analysis Neural Networks, Special Issue on Self-Organizing Maps for Analysis of Complex Scientific Data 34 16 2003 389 403 (Pubitemid 36379090)
-
(2003)
Neural Networks
, vol.16
, Issue.3-4
, pp. 389-403
-
-
Villmann, T.1
Merenyi, E.2
Hammer, B.3
-
24
-
-
78649332752
-
Local density adaptive similarity measurement for spectral clustering
-
X. Zhang, J. Li, and H. Yu Local density adaptive similarity measurement for spectral clustering Pattern Recognition Letters 32 2 2011 352 358
-
(2011)
Pattern Recognition Letters
, vol.32
, Issue.2
, pp. 352-358
-
-
Zhang, X.1
Li, J.2
Yu, H.3
-
25
-
-
45849119092
-
Spectral clustering ensemble applied to SAR image segmentation
-
X. Zhang, L. Jiao, F. Liu, L. Bo, and M. Gong Spectral clustering ensemble applied to SAR image segmentation IEEE Transactions on Geoscience and Remote Sensing 46 7 2008 2126 2136
-
(2008)
IEEE Transactions on Geoscience and Remote Sensing
, vol.46
, Issue.7
, pp. 2126-2136
-
-
Zhang, X.1
Jiao, L.2
Liu, F.3
Bo, L.4
Gong, M.5
-
27
-
-
24944572401
-
Maps for the visualization of high-dimensional data spaces
-
A. Ultsch, Maps for the visualization of high-dimensional data spaces, in: Workshop on Self-Organizing Maps (WSOM), 2003, pp. 225230.
-
(2003)
Workshop on Self-Organizing Maps (WSOM)
, pp. 225-230
-
-
Ultsch, A.1
-
29
-
-
84859430877
-
-
American Mathematical Society, Providence
-
F. Chung, Spectral Graph Theory, CBMS Regional Conference Series in Mathematics, vol. 92, American Mathematical Society, Providence, 1997.
-
(1997)
Spectral Graph Theory, CBMS Regional Conference Series in Mathematics
, vol.92
-
-
Chung, F.1
-
30
-
-
34249070931
-
Explicit magnification control of self-organizing maps for Forbidden data
-
DOI 10.1109/TNN.2007.895833
-
E. Merényi, A. Jain, and T. Villmann Explicit magnification control of self-organizing maps for forbidden data IEEE Transactions on Neural Networks 18 3 2007 786 797 (Pubitemid 46778096)
-
(2007)
IEEE Transactions on Neural Networks
, vol.18
, Issue.3
, pp. 786-797
-
-
Merenyi, E.1
Jain, A.2
Villmann, T.3
-
31
-
-
67349242966
-
Exploiting data topology in visualization and clustering of self-organizing maps
-
K. Taşdemir, and E. Merényi Exploiting data topology in visualization and clustering of self-organizing maps IEEE Transactions on Neural Networks 20 4 2009 549 562
-
(2009)
IEEE Transactions on Neural Networks
, vol.20
, Issue.4
, pp. 549-562
-
-
Taşdemir, K.1
Merényi, E.2
-
32
-
-
84867175210
-
Combining neural gas and learning vector quantization for cursive character recognition
-
DOI 10.1016/S0925-2312(02)00613-6, PII S0925231202006136
-
F. Camastra, and A. Vinciarelli Combining neural gas and learning vector quantization for cursive character recognition Neurocomputing 51 2003 147 159 (Pubitemid 36367230)
-
(2003)
Neurocomputing
, vol.51
, pp. 147-159
-
-
Camastra, F.1
Vinciarelli, A.2
-
33
-
-
0028204732
-
Topology representing networks
-
T. Martinetz, and K. Schulten Topology representing networks Neural Networks 7 3 1994 507 522
-
(1994)
Neural Networks
, vol.7
, Issue.3
, pp. 507-522
-
-
Martinetz, T.1
Schulten, K.2
-
34
-
-
77649274978
-
Graph based representations of density distribution and distances for self-organizing maps
-
K. Taşdemir Graph based representations of density distribution and distances for self-organizing maps IEEE Transactions on Neural Networks 21 3 2010 520 526
-
(2010)
IEEE Transactions on Neural Networks
, vol.21
, Issue.3
, pp. 520-526
-
-
Taşdemir, K.1
-
35
-
-
79960700172
-
A validity index for prototype-based clustering of data sets with complex cluster structures
-
K. Taşdemir, and E. Merényi A validity index for prototype-based clustering of data sets with complex cluster structures IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 41 4 2011 1039 1053
-
(2011)
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
, vol.41
, Issue.4
, pp. 1039-1053
-
-
Taşdemir, K.1
Merényi, E.2
-
36
-
-
0036791938
-
Generalized relevance learning vector quantization
-
B. Hammer, and T. Villmann Generalized relevance learning vector quantization Neural Networks 15 89 2002 1059 1068
-
(2002)
Neural Networks
, vol.15
, Issue.89
, pp. 1059-1068
-
-
Hammer, B.1
Villmann, T.2
-
37
-
-
84859430874
-
Intrinsic dimension estimation by maximum likelihood in probabilistic PCA
-
IMS 2010, August 2010, Gothenburg, Suède
-
C. Bouveyron, G. Celeux, S. Girard, Intrinsic dimension estimation by maximum likelihood in probabilistic PCA, in: 73rd Annual Meeting of the Institute of Mathematical Statistics, IMS 2010, August 2010, Gothenburg, Suède, 2010.
-
(2010)
73rd Annual Meeting of the Institute of Mathematical Statistics
-
-
Bouveyron, C.1
Celeux, G.2
Girard, S.3
-
38
-
-
19344374461
-
Self-organizing information fusion and hierarchical knowledge discovery: A new framework using ARTMAP neural networks
-
DOI 10.1016/j.neunet.2004.12.003, PII S089360800400231X
-
G.A. Carpenter, S. Martens, and O.J. Ogas Self-organizing information fusion and hierarchical knowledge discovery: a new framework using ARTMAP neural networks Neural Networks 18 3 2005 287 295 (Pubitemid 40719530)
-
(2005)
Neural Networks
, vol.18
, Issue.3
, pp. 287-295
-
-
Carpenter, G.A.1
Martens, S.2
Ogas, O.J.3
-
39
-
-
84924021950
-
Analysis of rapideye imagery for annual landcover mapping as an aid to European Union (EU) Common Agricultural Policy
-
W. Wagner, B. Szekely (Eds.)
-
B. Tapsall, P. Milenov, K. Taşdemir, Analysis of rapideye imagery for annual landcover mapping as an aid to European Union (EU) Common Agricultural Policy, in: W. Wagner, B. Szekely (Eds.), ISPRS TC VII Symposium 100 Years ISPRS, Vienna, Austria, 57 July, Vienna, Austria, The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. XXXVIII, Part 7B, 2010, pp. 568573.
-
(2010)
ISPRS TC VII Symposium 100 Years ISPRS, Vienna, Austria, 57 July, Vienna, Austria, the International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
, vol.38
, Issue.PART 7B
, pp. 568-573
-
-
B. Tapsall1
-
41
-
-
18544389845
-
Enhanced neural gas network for prototype-based clustering
-
DOI 10.1016/j.patcog.2004.12.007, PII S0031320305000208
-
A. Qin, and P. Suganthan Enhanced neural gas network for prototype-based clustering Pattern Recognition 38 8 2005 1275 1288 (Pubitemid 40654775)
-
(2005)
Pattern Recognition
, vol.38
, Issue.8
, pp. 1275-1288
-
-
Qin, A.K.1
Suganthan, P.N.2
|