-
1
-
-
0032182920
-
Learning pattern classification - A survey
-
Oct
-
S. Kulkarni, G. Lugosi, and S. Venkatesh, "Learning pattern classification - A survey," IEEE Trans. Inf. Theory, vol. 44, no. 6, pp. 2178-2206, Oct. 1998.
-
(1998)
IEEE Trans. Inf. Theory
, vol.44
, Issue.6
, pp. 2178-2206
-
-
Kulkarni, S.1
Lugosi, G.2
Venkatesh, S.3
-
2
-
-
0003410791
-
-
3rd ed. New York: Springer-Verlag
-
T. Kohonen, Self-Organizing Maps, 3rd ed. New York: Springer-Verlag, 2001.
-
(2001)
Self-Organizing Maps
-
-
Kohonen, T.1
-
3
-
-
0034704229
-
A global geometric framework for nonlinear dimensionality reduction
-
J. B. Tenenbaum, V. de Silva, and J. C. Langford, "A global geometric framework for nonlinear dimensionality reduction," Science, vol. 290, no. 5500, pp. 2319-2323, 2000.
-
(2000)
Science
, vol.290
, Issue.5500
, pp. 2319-2323
-
-
Tenenbaum, J.B.1
de Silva, V.2
Langford, J.C.3
-
4
-
-
2342517502
-
Think globally, fit locally: Unsupervised learning of low dimensional manifolds
-
L. K. Saul and S. T. Roweis, "Think globally, fit locally: Unsupervised learning of low dimensional manifolds," J. Mach. Learn. Res., vol. 4, pp. 119-155, 2003.
-
(2003)
J. Mach. Learn. Res
, vol.4
, pp. 119-155
-
-
Saul, L.K.1
Roweis, S.T.2
-
5
-
-
84950351930
-
Multidimensional scaling: I. Theory and method
-
W. S. Torgerson, "Multidimensional scaling: I. Theory and method," Psychometrika, vol. 17, pp. 401-419, 1952.
-
(1952)
Psychometrika
, vol.17
, pp. 401-419
-
-
Torgerson, W.S.1
-
6
-
-
0242665530
-
Non-linear dimensionality reduction techniques for classification and visualization
-
M. Vlachos, C. Domeniconi, D. Gunopulos, G. Kollios, and N. Koudas, "Non-linear dimensionality reduction techniques for classification and visualization," in Proc. 8th ACM SIGKDD Int. Conf. Knowl. Disc. Data Mining, 2002, pp. 645-651.
-
(2002)
Proc. 8th ACM SIGKDD Int. Conf. Knowl. Disc. Data Mining
, pp. 645-651
-
-
Vlachos, M.1
Domeniconi, C.2
Gunopulos, D.3
Kollios, G.4
Koudas, N.5
-
7
-
-
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
-
9
-
-
35248860116
-
Supervised locally linear embedding
-
Joint International Conference on Artificial Neural Networks ICANN/ICONIP, Berlin, Germany: Springer-Verlag
-
D. De Ridder, O. Kouropteva, O. Okun, M. Pietikainen, and R. Duin, "Supervised locally linear embedding," in Joint International Conference on Artificial Neural Networks ICANN/ICONIP, ser. Lecture Notes in Computer Science 2714. Berlin, Germany: Springer-Verlag, 2003, pp. 333-341.
-
(2003)
ser. Lecture Notes in Computer Science
, vol.2714
, pp. 333-341
-
-
De Ridder, D.1
Kouropteva, O.2
Okun, O.3
Pietikainen, M.4
Duin, R.5
-
10
-
-
33749559716
-
Clustering-based nonlinear dimensionality reduction on manifold
-
Pacific Rim International Conference on Artificial Intelligence, Berlin, Germany: Springer-Verlag
-
J. G. Wen, L. Jiang, and N. R. Shadbolt, "Clustering-based nonlinear dimensionality reduction on manifold," in Pacific Rim International Conference on Artificial Intelligence, ser. Lecture Notes in Artificial Intelligence 4099. Berlin, Germany: Springer-Verlag, 2006, pp. 444-453.
-
(2006)
ser. Lecture Notes in Artificial Intelligence
, vol.4099
, pp. 444-453
-
-
Wen, J.G.1
Jiang, L.2
Shadbolt, N.R.3
-
11
-
-
84880897337
-
Using graph algebra to optimize neighborhood for isometric mapping
-
G. Wen, L. Jiang, and N. R. Shadbolt, "Using graph algebra to optimize neighborhood for isometric mapping," in Proc. Int. Joint Conf. Artif. Intell., 2007, pp. 2398-2403.
-
(2007)
Proc. Int. Joint Conf. Artif. Intell
, pp. 2398-2403
-
-
Wen, G.1
Jiang, L.2
Shadbolt, N.R.3
-
12
-
-
84899009769
-
Global versus local methods in nonlinear dimensionality reduction
-
V. D. Silva and J. B. Tenenbaum, "Global versus local methods in nonlinear dimensionality reduction," in Neural Inf. Process. Syst. 2003, pp. 705-712.
-
(2003)
Neural Inf. Process. Syst
, pp. 705-712
-
-
Silva, V.D.1
Tenenbaum, J.B.2
-
13
-
-
0142035471
-
Global coordination of local linear models
-
S. T. Roweis, L. K. Saul, and G. E. Hinton, "Global coordination of local linear models," in Neural Inf. Process. Syst., 2001, pp. 889-896.
-
(2001)
Neural Inf. Process. Syst
, pp. 889-896
-
-
Roweis, S.T.1
Saul, L.K.2
Hinton, G.E.3
-
14
-
-
0003684449
-
-
New York: Springer-Verlag
-
T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning: Data Mining, Inference, and Prediction. New York: Springer-Verlag, 2001.
-
(2001)
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
-
-
Hastie, T.1
Tibshirani, R.2
Friedman, J.3
-
16
-
-
0035478854
-
Random forests
-
L. Breiman, "Random forests," Mach. Learn., vol. 45, pp. 5-32, 2001.
-
(2001)
Mach. Learn
, vol.45
, pp. 5-32
-
-
Breiman, L.1
-
17
-
-
0018995536
-
Locally trained piecewise linear classifiers
-
Feb
-
J. Sklansky and L. Michelotti, "Locally trained piecewise linear classifiers," IEEE Trans. Pattern Anal. Mach. Intell., vol. 2, no. 2, pp. 101-111, Feb. 1980.
-
(1980)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.2
, Issue.2
, pp. 101-111
-
-
Sklansky, J.1
Michelotti, L.2
-
18
-
-
0000876414
-
Local learning algorithms
-
L. Bottou and V. Vapnik, "Local learning algorithms," Neural Comput., vol. 4, no. 6, pp. 888-900, 1992.
-
(1992)
Neural Comput
, vol.4
, Issue.6
, pp. 888-900
-
-
Bottou, L.1
Vapnik, V.2
-
20
-
-
39549117816
-
Local feature weighting in nearest prototype classification
-
Jan
-
F. Fernandez and P. Isasi, "Local feature weighting in nearest prototype classification," IEEE Trans. Neural Netw., vol. 19, no. 1, pp. 40-53, Jan. 2008.
-
(2008)
IEEE Trans. Neural Netw
, vol.19
, Issue.1
, pp. 40-53
-
-
Fernandez, F.1
Isasi, P.2
-
21
-
-
0000262562
-
Hierarchical mixtures of experts and the EM algorithm
-
R. A. Jacobs and M. I. Jordan, "Hierarchical mixtures of experts and the EM algorithm," Neural Comput., vol. 6, pp. 181-214, 1994.
-
(1994)
Neural Comput
, vol.6
, pp. 181-214
-
-
Jacobs, R.A.1
Jordan, M.I.2
-
22
-
-
31844454923
-
Ensembles of biased classifiers
-
R. Khoussainov, A. Hess, and N. Kushmerick, "Ensembles of biased classifiers," in Proc. Int. Conf. Mach. Learn., 2005, pp. 425-432.
-
(2005)
Proc. Int. Conf. Mach. Learn
, pp. 425-432
-
-
Khoussainov, R.1
Hess, A.2
Kushmerick, N.3
-
23
-
-
0034187784
-
Clustering of the self-organizing map
-
May
-
J. Vesanto and E. Alhoniemi, "Clustering of the self-organizing map," IEEE Trans. Neural Netw., vol. 11, no. 3, pp. 586-600, May 2000.
-
(2000)
IEEE Trans. Neural Netw
, vol.11
, Issue.3
, pp. 586-600
-
-
Vesanto, J.1
Alhoniemi, E.2
-
24
-
-
28244469523
-
PRSOM: A new visualization method by hybridizing multidimensional scaling and self-organizing map
-
Nov
-
S. Wu and T. W. S. Chow, "PRSOM: A new visualization method by hybridizing multidimensional scaling and self-organizing map," IEEE Trans. Neural Netw., vol. 16, no. 6, pp. 1362-1380, Nov. 2005.
-
(2005)
IEEE Trans. Neural Netw
, vol.16
, Issue.6
, pp. 1362-1380
-
-
Wu, S.1
Chow, T.W.S.2
-
25
-
-
38049168357
-
SOM-based data visualization methods
-
J. Vesanto, "SOM-based data visualization methods," Intell. Data Anal., vol. 3, no. 1, pp. 111-126, 1999.
-
(1999)
Intell. Data Anal
, vol.3
, Issue.1
, pp. 111-126
-
-
Vesanto, J.1
-
26
-
-
33746601089
-
Advanced visualization of self-organizing maps with vector fields
-
Jul.-Aug, doi: 10.1016/j.neunet.2006.05.013
-
G. Pölzlbauer, M. Dittenbach, and A. Rauber, "Advanced visualization of self-organizing maps with vector fields," Neural Netw., vol. 19, no. 6-7, pp. 911-922, Jul.-Aug. 2006, doi: 10.1016/j.neunet.2006.05.013.
-
(2006)
Neural Netw
, vol.19
, Issue.6-7
, pp. 911-922
-
-
Pölzlbauer, G.1
Dittenbach, M.2
Rauber, A.3
-
27
-
-
0344972929
-
WEBSOM - Self-organizing maps of document collections
-
S. Kaski, T. Honkela, K. Lagus, and T. Kohonen, "WEBSOM - Self-organizing maps of document collections," Neurocomputing, vol. 21, pp. 101-117, 1998.
-
(1998)
Neurocomputing
, vol.21
, pp. 101-117
-
-
Kaski, S.1
Honkela, T.2
Lagus, K.3
Kohonen, T.4
-
28
-
-
2542598506
-
Self-organizing nets for optimization
-
May
-
M. Milano, P. Koumoutsakos, and J. Schmidhuber, "Self-organizing nets for optimization," IEEE Trans. Neural Netw., vol. 15, no. 3, pp. 758-765, May 2004.
-
(2004)
IEEE Trans. Neural Netw
, vol.15
, Issue.3
, pp. 758-765
-
-
Milano, M.1
Koumoutsakos, P.2
Schmidhuber, J.3
-
29
-
-
0036650984
-
PicSOM - Self-organizing image retrieval with MPEG-7 content descriptors
-
Jul
-
J. Laaksonen, M. Koskela, and E. Oja, "PicSOM - Self-organizing image retrieval with MPEG-7 content descriptors," IEEE Trans. Neural Netw. vol. 13, no. 4, pp. 841-853, Jul. 2002.
-
(2002)
IEEE Trans. Neural Netw
, vol.13
, Issue.4
, pp. 841-853
-
-
Laaksonen, J.1
Koskela, M.2
Oja, E.3
-
30
-
-
33644887129
-
The parameterless self-organizing map algorithm
-
Mar
-
E. Berglund and J. Sitte, "The parameterless self-organizing map algorithm," IEEE Trans. Neural Netw., vol. 17, no. 2, pp. 305-316, Mar. 2006.
-
(2006)
IEEE Trans. Neural Netw
, vol.17
, Issue.2
, pp. 305-316
-
-
Berglund, E.1
Sitte, J.2
-
31
-
-
33644899363
-
Generalizing self-organizing map for categorical data
-
Mar
-
C.-C. Hsu, "Generalizing self-organizing map for categorical data," IEEE Trans. Neural Netw., vol. 17, no. 2, pp. 294-304, Mar. 2006.
-
(2006)
IEEE Trans. Neural Netw
, vol.17
, Issue.2
, pp. 294-304
-
-
Hsu, C.-C.1
-
32
-
-
0036859375
-
The growing hierarchical self-organizing map: Exploratory analysis of high-dimensional data
-
Nov
-
A. Rauber, D. Merkl, and M. Dittenbach, "The growing hierarchical self-organizing map: Exploratory analysis of high-dimensional data," IEEE Trans. Neural Netw., vol. 13, no. 6, pp. 1331-1341, Nov. 2002.
-
(2002)
IEEE Trans. Neural Netw
, vol.13
, Issue.6
, pp. 1331-1341
-
-
Rauber, A.1
Merkl, D.2
Dittenbach, M.3
-
33
-
-
0018918171
-
An algorithm for vector quantizer design
-
Jan
-
Y. Linde, A. Buzo, and R. M. Gray, "An algorithm for vector quantizer design," IEEE Trans. Commun., vol. COM-28, no. 1, pp. 84-95, Jan. 1980.
-
(1980)
IEEE Trans. Commun
, vol.COM-28
, Issue.1
, pp. 84-95
-
-
Linde, Y.1
Buzo, A.2
Gray, R.M.3
-
34
-
-
0001138328
-
A K-means clustering algorithm
-
J. A. Hartigan and M. A. Wong, "A K-means clustering algorithm," Appl. Statist., vol. 28, pp. 100-108, 1979.
-
(1979)
Appl. Statist
, vol.28
, pp. 100-108
-
-
Hartigan, J.A.1
Wong, M.A.2
-
35
-
-
0010985453
-
Self-organizing map in Matlab: The SOM toolbox
-
J. Vesanto, J. Himberg, E. Alhoniemi, and J. Parhankangas, "Self-organizing map in Matlab: The SOM toolbox," in Proc. Matlab DSP Conf., 1999, pp. 35-40.
-
(1999)
Proc. Matlab DSP Conf
, pp. 35-40
-
-
Vesanto, J.1
Himberg, J.2
Alhoniemi, E.3
Parhankangas, J.4
-
36
-
-
0345404396
-
The self-organizing map
-
T. Kohonen, "The self-organizing map," Neurocomputing, vol. 21, pp. 1-6, 1998.
-
(1998)
Neurocomputing
, vol.21
, pp. 1-6
-
-
Kohonen, T.1
-
37
-
-
11144273669
-
The perceptron: A probabilistic model for information storage and organization in the brain
-
F. Rosenblatt, "The perceptron: A probabilistic model for information storage and organization in the brain," Psychol. Rev., vol. 65, no. 6, pp. 386-408, 1958.
-
(1958)
Psychol. Rev
, vol.65
, Issue.6
, pp. 386-408
-
-
Rosenblatt, F.1
-
38
-
-
33644899424
-
Investigation of magnification control in self-organizing maps and neural gas
-
T. Villmann and J. C. Claussen, "Investigation of magnification control in self-organizing maps and neural gas," Neural Comput., vol. 18, no. 2, pp. 446-469, 2006.
-
(2006)
Neural Comput
, vol.18
, Issue.2
, pp. 446-469
-
-
Villmann, T.1
Claussen, J.C.2
-
39
-
-
34249070931
-
Explicit magnification control of self-organizing maps for "forbidden" data
-
May
-
E. Merenyi, A. Jain, and T. Villmann, "Explicit magnification control of self-organizing maps for "forbidden" data," IEEE Trans. Neural Netw., vol. 18, no. 3, pp. 786-797, May 2007.
-
(2007)
IEEE Trans. Neural Netw
, vol.18
, Issue.3
, pp. 786-797
-
-
Merenyi, E.1
Jain, A.2
Villmann, T.3
-
40
-
-
0031121318
-
Combination of multiple classifiers using local accuracy estimates
-
Apr
-
K. Woods, W. P. Kegelmeyer, and K. Bowyer, "Combination of multiple classifiers using local accuracy estimates," IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, no. 4, pp. 405-410, Apr. 1997.
-
(1997)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.19
, Issue.4
, pp. 405-410
-
-
Woods, K.1
Kegelmeyer, W.P.2
Bowyer, K.3
-
41
-
-
0031101545
-
Growing a hypercubical output space in a self-organizing feature map
-
Mar
-
H.-U. Bauer and T. Villmann, "Growing a hypercubical output space in a self-organizing feature map," IEEE Trans. Neural Netw., vol. 8, no. 2, pp. 218-226, Mar. 1997.
-
(1997)
IEEE Trans. Neural Netw
, vol.8
, Issue.2
, pp. 218-226
-
-
Bauer, H.-U.1
Villmann, T.2
-
42
-
-
27144463192
-
On comparing classifiers: Pitfalls to avoid and a recommended approach
-
S. L. Salzberg, "On comparing classifiers: Pitfalls to avoid and a recommended approach," Data Mining Knowl. Disc., vol. 1, no. 3, pp. 317-328, 1997.
-
(1997)
Data Mining Knowl. Disc
, vol.1
, Issue.3
, pp. 317-328
-
-
Salzberg, S.L.1
|