A unified perspective and new results on RHT computing, mixture based learning, and multi-learner based problem solving
On one hand, multiple object detection approaches of Hough transform (HT) type and randomized HT type have been extended into an evidence accumulation featured general framework for problem solving, with five key mechanisms elaborated and several extensions of HT and RHT presented. On the other hand...
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| Veröffentlicht in: | Pattern recognition Jg. 40; H. 8; S. 2129 - 2153 |
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| Format: | Journal Article |
| Sprache: | Englisch |
| Veröffentlicht: |
Elsevier Ltd
01.08.2007
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| ISSN: | 0031-3203, 1873-5142 |
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| Abstract | On one hand, multiple object detection approaches of Hough transform (HT) type and randomized HT type have been extended into an evidence accumulation featured general framework for problem solving, with five key mechanisms elaborated and several extensions of HT and RHT presented. On the other hand, another framework is proposed to integrate typical multi-learner based approaches for problem solving, particularly on Gaussian mixture based data clustering and local subspace learning, multi-sets mixture based object detection and motion estimation, and multi-agent coordinated problem solving. Typical learning algorithms, especially those that base on rival penalized competitive learning (RPCL) and Bayesian Ying–Yang (BYY) learning, are summarized from a unified perspective with new extensions. Furthermore, the two different frameworks are not only examined with one viewed crossly from a perspective of the other, with new insights and extensions, but also further unified into a general problem solving paradigm that consists of five basic mechanisms in terms of
acquisition,
allocation,
amalgamation,
admission,
and affirmation, or shortly
A5 paradigm. |
|---|---|
| AbstractList | On one hand, multiple object detection approaches of Hough transform (HT) type and randomized HT type have been extended into an evidence accumulation featured general framework for problem solving, with five key mechanisms elaborated and several extensions of HT and RHT presented. On the other hand, another framework is proposed to integrate typical multi-learner based approaches for problem solving, particularly on Gaussian mixture based data clustering and local subspace learning, multi-sets mixture based object detection and motion estimation, and multi-agent coordinated problem solving. Typical learning algorithms, especially those that base on rival penalized competitive learning (RPCL) and Bayesian Ying–Yang (BYY) learning, are summarized from a unified perspective with new extensions. Furthermore, the two different frameworks are not only examined with one viewed crossly from a perspective of the other, with new insights and extensions, but also further unified into a general problem solving paradigm that consists of five basic mechanisms in terms of
acquisition,
allocation,
amalgamation,
admission,
and affirmation, or shortly
A5 paradigm. |
| Author | Xu, Lei |
| Author_xml | – sequence: 1 givenname: Lei surname: Xu fullname: Xu, Lei email: lxu@cse.cuhk.edu.hk organization: Department of Computer Science and Engineering, Chinese University of Hong Kong, Hong Kong |
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| Cites_doi | 10.1006/cviu.1993.1009 10.1016/S0923-5965(96)00006-9 10.1016/0167-8655(95)00025-C 10.1109/72.935094 10.1016/j.neucom.2003.10.009 10.1109/IJCNN.2001.939487 10.1016/S0167-8655(03)00059-X 10.1162/neco.1991.3.1.79 10.1109/TAC.1974.1100705 10.1109/TSMCB.2003.814305 10.1016/0167-8655(90)90042-Z 10.1016/j.patcog.2005.11.018 10.1016/S0031-3203(98)00140-X 10.1007/s10044-002-0178-2 10.1162/neco.1992.4.3.448 10.1109/TNN.2004.833302 10.1207/s15516709cog0901_5 10.1109/72.238318 10.1016/S0893-6080(03)00119-9 10.1007/BF02294361 10.1016/j.compbiolchem.2003.09.006 10.1364/AO.26.004979 10.1214/aos/1176344136 10.1109/ICNN.1994.374182 10.1137/1026034 10.1016/0262-8856(95)99713-B 10.1016/S0167-8655(98)00010-5 10.1016/S0893-6080(03)00015-7 10.1007/BF00337288 10.1016/S0893-6080(02)00084-9 10.1109/34.667881 10.1109/83.668026 10.1016/S0167-8655(99)00074-4 10.1109/78.847796 10.1016/S0167-9236(03)00082-4 10.2307/2291091 10.1016/0893-6080(90)90071-R 10.1109/TNN.2004.828767 10.1016/0893-6080(92)90006-5 10.1016/S0925-2312(97)00091-X 10.1111/j.1551-6708.1987.tb00862.x 10.1162/neco.1996.8.1.129 10.1007/3-540-63576-9_126 10.1002/(SICI)1098-1098(1997)8:4<413::AID-IMA8>3.0.CO;2-D 10.1109/25.554747 10.1016/S0893-6080(03)00014-5 10.1016/0734-189X(88)90071-0 10.1016/0167-8655(96)00005-0 10.1109/21.155943 10.1016/0925-2312(95)00090-9 10.1016/S0129-0657(01)00049-7 10.1142/S0218194004001774 10.1109/ICNNB.2005.1614547 10.1016/S0925-2312(02)00622-7 10.1109/IJCNN.1991.155146 |
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| Keywords | Multi-sets modelling Evidence combination Mixture of experts Bayesian Ying–Yang learning RBF nets Automatic model selection Object detection Elliptic RPCL Local subspaces Hough transform Rival penalized competitive learning (RPCL) |
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| References | Ma, Wang, Xu (bib69) 2004; 56 Chiu, Xu (bib70) 2004; 37 Desieno (bib38) 1988; vol. I Heikkonen (bib8) 1995; 16 L. Xu, A. Krzyzak, C.Y. Sun, Associative switch for combining multiple classifiers, in: Proceedings of IJCNN91, vol. I, Seattle, WA, July 8–12, 1991, pp. 43–48. L. Xu, A. Krzyzak, E. Oja, Unsupervised and supervised classifications by rival penalized competitive learning, in: Proceedings of 11th International Conference on Pattern Recognition, vol. I, Hauge, Netherlands, August 30–September 3, 1992, pp. 672–675. Liu, Chiu, Xu (bib23) 2003; 16 Schwarz (bib53) 1978; 6 Kittler (bib71) 1998; 20 L. Xu, M.I. Jordan, G.E. Hinton, A modified gating network for the mixtures of experts architecture, in: Proceedings of WCNN94, vol. 2, San Diego, CA, June 4–9, 1994, pp. 405–410. Xu, Jordan, Hinton (bib60) 1995; vol. 7 Xu (bib65) 2001; 12 Chang, Yang (bib25) 1997; 46 Ahalt (bib37) 1990; 3 L. Xu, Rival penalized competitive learning, finite mixture, and multisets clustering, in: Proceedings of IEEE-INNS IJCNN98, Anchorage, Alaska, vol. II, May 5–9, 1998, pp. 2525–2530. Bors, Pitas (bib33) 1998; 7 Xu (bib68) 2003; 51 Liu, Qiao, Xu (bib58) 2006; 39 Kalviainen, Hirvonen, Xu, Oja (bib34) 1995; 5 P.V.C. Hough, Method and means for recognizing complex patterns, U.S. Patent 3069654, December 18, 1962. Xu (bib17) 2001; 11 L. Xu, M.I. Jordan, EM learning on a generalized finite mixture model for combining multiple classifiers, Proceedings of WCNN93, Portland, OR, vol. IV, July 11–15, 1993, pp. 227–230. Xu, Oja, Suen (bib55) 1992; 5 Dietterich (bib76) 1997; 18 Imiya (bib11) 1996; 17 Rissanen (bib54) 1989 Chutatape, Guo (bib5) 1999; 32 T.W. Anderson, H. Rubin, Statistical inference in factor analysis, Proceedings of the Third Berkeley Symposium Mathematical Statistics and Probability. vol. 5, UC Berkeley, 1956, pp. 111–150. Xu (bib66) 2000; 48 T. Nakamura, et al, The RoboCup-NAIST: a cheap multisensor-based mobile robot with visual learning capability, in: M. Asada, H. Kitano (Eds.), RoboCup-98, Lecture Notes in Artificial Intelligence, vol. 1604, Springer, Berlin, 1999, pp. 326–337. Roma, Italy, September 16–19, 1997. Xu, Krzyzak, Oja (bib14) 1993; 4 Xu, Oja (bib4) 1993; 57 Jacobs (bib59) 1991; 3 Xu (bib80) 1998; 19 Xu, Oja, Kultanen (bib3) 1990; 11 Xu (bib43) 2001 Mackey (bib50) 1992; 4 L. Xu, Fundamentals, challenges, and advances of statistical learning for knowledge discovery and problem solving: a BYY harmony perspective, keynote talk, in: Proceedings of International Conference on Neural Networks and Brain, vol. 1, Beijing, China, October 13–15, 2005, pp. 24–55. Nair (bib24) 2003; 27 Hu, Xu (bib78) 2004; 4 Chen, Qi (bib10) 2000; 19 L. Shi, L. Xu, Local factor analysis with automatic model selection: a comparative study and digits recognition application, in: Artificial Neural Networks—ICANN 2006, Lecture Notes in Computer Applications, vol. 4132, Springer, Berlin, 2006, pp. 260–269. Rumelhart, Zipser (bib39) 1985; 9 Akaike (bib51) 1974; 19 Xu (bib47) 2004; 15 Behrens, Rohr, Stiehl (bib7) 2003; 33 Milisavljevic (bib12) 1999; 20 Illingworth, Kittler (bib1) 1988; 43 L. Shi, L. Xu, Comparative investigation on dimension reduction and regression in threelayer feed-forward neural network, in: Artificial Neural Networks—ICANN 2006, Lecture Notes in Computer Applications, vol. 4131, Springer, Berlin, 2006, pp. 51–60. Xu (bib45) 2003; 1 Liu, Chiu, Xu (bib22) 2003; 24 Furukawa, Ueda, Kitamura (bib31) 1996; 13 Xu (bib21) 2003; 16 L. Xu, Multisets modeling learning: an unified theory for supervised and unsupervised learning, Invited Talk, in: Proceedings of IEEE ICNN94, vol. I, Orlando, Florida, June 26–July 2, 1994, pp. 315–320. Hecht-Nielsen (bib40) 1987; 26 McLaughlin (bib9) 1998; 19 Nakkrasae, Sophatsathit (bib26) 2004; 14 Perrone, Cooper (bib75) 1993 P. Avesani, A. Perini, F. Ricci, CBET: a case base exploration tool, in: Proceedings of L. Xu, Bayesian–Kullback Ying–Yang learning scheme: reviews and new results, in: Proceedings of ICONIP96, vol. 1, Hong Kong, September 24–27, 1996, pp. 59–67. Li (bib32) 1997; 8 Duda, Hart (bib77) 1973 Hu, Xu (bib79) 2003; vol. 2690 Rade, Westergren, Lund (bib67) 1995 Redner, Walker (bib49) 1984; 26 Xu (bib61) 2007 G. Castellano, A.M. Fanelli, T. Roselli, Mining categories of learners by a competitive neural network, in: Proceedings of IJCNN01, vol. 2, 2001, pp. 845–950. Xu (bib48) 2004 Xu, Krzyzak, Sun (bib82) 1992; 22 Kohonen (bib41) 1982; 43 Xu, Jordan (bib81) 1996; 8 Ji, Xie (bib13) 2003; 6 Acciani (bib27) 2003; 16 Bozdogan (bib52) 1987; 52 Grossberg (bib36) 1987; 11 McDonald (bib57) 1985 Xu (bib46) 2004; 15 Kruse (bib6) 1996; 9 Xu (bib18) 2002; 15 Kass, Raftery (bib35) 1995; 90 L. Xu, Bayesian–Kullback coupled Ying–Yang machines: unified learnings and new results on vector quantization, in: Proceedings of ICONIP95, Beijing, October 30–November 3, 1995, pp. 977–988. L. Xu, A unified learning framework: multisets modeling learning, Invited Talk, in: Proceedings of WCNN95, vol. I, Washington, DC, July 17–21, 1995, pp. 35–42. Xu (10.1016/j.patcog.2006.12.016_bib17) 2001; 11 Heikkonen (10.1016/j.patcog.2006.12.016_bib8) 1995; 16 Kittler (10.1016/j.patcog.2006.12.016_bib71) 1998; 20 Xu (10.1016/j.patcog.2006.12.016_bib3) 1990; 11 Kass (10.1016/j.patcog.2006.12.016_bib35) 1995; 90 Bors (10.1016/j.patcog.2006.12.016_bib33) 1998; 7 Acciani (10.1016/j.patcog.2006.12.016_bib27) 2003; 16 10.1016/j.patcog.2006.12.016_bib42 Nakkrasae (10.1016/j.patcog.2006.12.016_bib26) 2004; 14 Rumelhart (10.1016/j.patcog.2006.12.016_bib39) 1985; 9 Xu (10.1016/j.patcog.2006.12.016_bib60) 1995; vol. 7 Xu (10.1016/j.patcog.2006.12.016_bib47) 2004; 15 Milisavljevic (10.1016/j.patcog.2006.12.016_bib12) 1999; 20 Illingworth (10.1016/j.patcog.2006.12.016_bib1) 1988; 43 Liu (10.1016/j.patcog.2006.12.016_bib58) 2006; 39 Jacobs (10.1016/j.patcog.2006.12.016_bib59) 1991; 3 Ma (10.1016/j.patcog.2006.12.016_bib69) 2004; 56 10.1016/j.patcog.2006.12.016_bib44 Xu (10.1016/j.patcog.2006.12.016_bib81) 1996; 8 Li (10.1016/j.patcog.2006.12.016_bib32) 1997; 8 Xu (10.1016/j.patcog.2006.12.016_bib43) 2001 Duda (10.1016/j.patcog.2006.12.016_bib77) 1973 Xu (10.1016/j.patcog.2006.12.016_bib80) 1998; 19 Xu (10.1016/j.patcog.2006.12.016_bib68) 2003; 51 Dietterich (10.1016/j.patcog.2006.12.016_bib76) 1997; 18 Xu (10.1016/j.patcog.2006.12.016_bib55) 1992; 5 Kruse (10.1016/j.patcog.2006.12.016_bib6) 1996; 9 Xu (10.1016/j.patcog.2006.12.016_bib65) 2001; 12 Xu (10.1016/j.patcog.2006.12.016_bib82) 1992; 22 Liu (10.1016/j.patcog.2006.12.016_bib22) 2003; 24 10.1016/j.patcog.2006.12.016_bib16 Xu (10.1016/j.patcog.2006.12.016_bib66) 2000; 48 10.1016/j.patcog.2006.12.016_bib2 10.1016/j.patcog.2006.12.016_bib15 Schwarz (10.1016/j.patcog.2006.12.016_bib53) 1978; 6 Liu (10.1016/j.patcog.2006.12.016_bib23) 2003; 16 10.1016/j.patcog.2006.12.016_bib56 Kohonen (10.1016/j.patcog.2006.12.016_bib41) 1982; 43 Chutatape (10.1016/j.patcog.2006.12.016_bib5) 1999; 32 Ahalt (10.1016/j.patcog.2006.12.016_bib37) 1990; 3 Hu (10.1016/j.patcog.2006.12.016_bib79) 2003; vol. 2690 10.1016/j.patcog.2006.12.016_bib19 Ji (10.1016/j.patcog.2006.12.016_bib13) 2003; 6 Kalviainen (10.1016/j.patcog.2006.12.016_bib34) 1995; 5 Xu (10.1016/j.patcog.2006.12.016_bib45) 2003; 1 Rissanen (10.1016/j.patcog.2006.12.016_bib54) 1989 Hu (10.1016/j.patcog.2006.12.016_bib78) 2004; 4 Grossberg (10.1016/j.patcog.2006.12.016_bib36) 1987; 11 Xu (10.1016/j.patcog.2006.12.016_bib14) 1993; 4 Rade (10.1016/j.patcog.2006.12.016_bib67) 1995 Akaike (10.1016/j.patcog.2006.12.016_bib51) 1974; 19 10.1016/j.patcog.2006.12.016_bib20 10.1016/j.patcog.2006.12.016_bib64 10.1016/j.patcog.2006.12.016_bib63 10.1016/j.patcog.2006.12.016_bib62 Bozdogan (10.1016/j.patcog.2006.12.016_bib52) 1987; 52 McDonald (10.1016/j.patcog.2006.12.016_bib57) 1985 Nair (10.1016/j.patcog.2006.12.016_bib24) 2003; 27 10.1016/j.patcog.2006.12.016_bib29 10.1016/j.patcog.2006.12.016_bib28 Chiu (10.1016/j.patcog.2006.12.016_bib70) 2004; 37 Behrens (10.1016/j.patcog.2006.12.016_bib7) 2003; 33 Chen (10.1016/j.patcog.2006.12.016_bib10) 2000; 19 Chang (10.1016/j.patcog.2006.12.016_bib25) 1997; 46 McLaughlin (10.1016/j.patcog.2006.12.016_bib9) 1998; 19 Xu (10.1016/j.patcog.2006.12.016_bib18) 2002; 15 Xu (10.1016/j.patcog.2006.12.016_bib48) 2004 Desieno (10.1016/j.patcog.2006.12.016_bib38) 1988; vol. I Perrone (10.1016/j.patcog.2006.12.016_bib75) 1993 Imiya (10.1016/j.patcog.2006.12.016_bib11) 1996; 17 10.1016/j.patcog.2006.12.016_bib30 10.1016/j.patcog.2006.12.016_bib74 Xu (10.1016/j.patcog.2006.12.016_bib21) 2003; 16 Mackey (10.1016/j.patcog.2006.12.016_bib50) 1992; 4 10.1016/j.patcog.2006.12.016_bib73 Furukawa (10.1016/j.patcog.2006.12.016_bib31) 1996; 13 Redner (10.1016/j.patcog.2006.12.016_bib49) 1984; 26 10.1016/j.patcog.2006.12.016_bib72 Xu (10.1016/j.patcog.2006.12.016_bib46) 2004; 15 Xu (10.1016/j.patcog.2006.12.016_bib4) 1993; 57 Hecht-Nielsen (10.1016/j.patcog.2006.12.016_bib40) 1987; 26 Xu (10.1016/j.patcog.2006.12.016_bib61) 2007 |
| References_xml | – volume: 24 start-page: 2335 year: 2003 end-page: 2344 ident: bib22 article-title: Strip line detection and thinning by RPCL—based local PCA publication-title: Pattern Recognition Lett. – start-page: 613 year: 2004 end-page: 697 ident: bib48 article-title: Bayesian Ying Yang learning: (I) a unified perspective for statistical modeling, (II) a new mechanism for model selection and regularization publication-title: Intelligent Technologies for Information Analysis – volume: 8 start-page: 413 year: 1997 end-page: 418 ident: bib32 article-title: Fast image vector quantization using a modified competitive learning neural network approach publication-title: Int. J. Imaging Syst. Technol. – volume: 5 start-page: 239 year: 1995 end-page: 252 ident: bib34 article-title: Probabilistic and non-probabilistic Hough Transforms: overview and comparisons publication-title: Image Vision Comput. – reference: L. Xu, Bayesian–Kullback Ying–Yang learning scheme: reviews and new results, in: Proceedings of ICONIP96, vol. 1, Hong Kong, September 24–27, 1996, pp. 59–67. – volume: 20 start-page: 226 year: 1998 end-page: 239 ident: bib71 article-title: On combining classifiers publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 3 start-page: 277 year: 1990 end-page: 291 ident: bib37 article-title: Competitive learning algorithms for vector quantization publication-title: Neural Networks – reference: L. Xu, Multisets modeling learning: an unified theory for supervised and unsupervised learning, Invited Talk, in: Proceedings of IEEE ICNN94, vol. I, Orlando, Florida, June 26–July 2, 1994, pp. 315–320. – volume: 27 start-page: 565 year: 2003 end-page: 574 ident: bib24 article-title: Rival penalized competitive learning (RPCL): a topology-determining algorithm for analyzing gene expression data publication-title: Comput. Biol. Chem. – reference: P. Avesani, A. Perini, F. Ricci, CBET: a case base exploration tool, in: Proceedings of – volume: 33 start-page: 554 year: 2003 end-page: 561 ident: bib7 article-title: Robust segmentation of tubular structures in 3-D medical images by parametric object detection and tracking publication-title: IEEE Trans. Syst. Man Cybern. Part B–Cybernetics – volume: 5 start-page: 393 year: 1992 end-page: 407 ident: bib55 article-title: Modified hebbian learning for curve and surface fitting publication-title: Neural Networks – reference: L. Xu, M.I. Jordan, EM learning on a generalized finite mixture model for combining multiple classifiers, Proceedings of WCNN93, Portland, OR, vol. IV, July 11–15, 1993, pp. 227–230. – volume: 16 start-page: 971 year: 1995 end-page: 978 ident: bib8 article-title: Recovering 3-d motion parameters from optical-flow field using randomized Hough transform publication-title: Pattern Recognition Lett. – volume: 12 start-page: 822 year: 2001 end-page: 849 ident: bib65 article-title: BYY harmony learning independent state space and generalized APT financial analyses publication-title: IEEE Trans. Neural Networks – volume: 26 start-page: 4979 year: 1987 end-page: 4984 ident: bib40 article-title: Counterpropagation networks publication-title: Appl. Opt. – volume: 15 start-page: 1276 year: 2004 end-page: 1295 ident: bib46 article-title: Temporal BYY encoding, Markovian state spaces, and space dimension determination publication-title: IEEE Trans. Neural Networks – volume: 18 start-page: 97 year: 1997 end-page: 136 ident: bib76 article-title: Machine learning research: four current directions publication-title: Arif. Intell. Magazine – volume: 11 start-page: 331 year: 1990 end-page: 338 ident: bib3 article-title: A new curve detection method: randomized Hough transform (RHT) publication-title: Pattern Recognition Lett. – volume: 9 start-page: 29 year: 1996 end-page: 41 ident: bib6 article-title: Scene segmentation from dense displacement vector fields using randomized Hough transform publication-title: Signal Process.—Image Commun. – volume: 17 start-page: 771 year: 1996 end-page: 776 ident: bib11 article-title: Detection of piecewise-linear signals by the randomized Hough transform publication-title: Pattern Recognition Lett. – year: 1973 ident: bib77 article-title: Pattern Classification and Scene Analysis – volume: 52 start-page: 345 year: 1987 end-page: 370 ident: bib52 article-title: Model selection and Akaike's information criterion: the general theory and its analytical extension publication-title: Psychometrika – volume: 13 start-page: 171 year: 1996 end-page: 183 ident: bib31 article-title: A systematic method for rational definition of plant diagnostic symptoms by self-organizing neural networks publication-title: Neurocomputing – reference: L. Shi, L. Xu, Local factor analysis with automatic model selection: a comparative study and digits recognition application, in: Artificial Neural Networks—ICANN 2006, Lecture Notes in Computer Applications, vol. 4132, Springer, Berlin, 2006, pp. 260–269. – volume: 4 start-page: 636 year: 1993 end-page: 649 ident: bib14 article-title: Rival penalized competitive learning for clustering analysis, RBF net and curve detection publication-title: IEEE Trans. Neural Networks – volume: 9 start-page: 75 year: 1985 end-page: 112 ident: bib39 article-title: Feature discovery by competitive learning publication-title: Cognitive Sci. – volume: vol. 2690 start-page: 195 year: 2003 end-page: 202 ident: bib79 article-title: A comparative study of several cluster number selection criteria publication-title: Proceedings of IDEAL03, Lecture Notes in Computer Science – volume: 16 start-page: 817 year: 2003 end-page: 825 ident: bib21 article-title: Data smoothing regularization, multi-sets-learning, and problem solving strategies publication-title: Neural Networks – reference: L. Xu, A. Krzyzak, C.Y. Sun, Associative switch for combining multiple classifiers, in: Proceedings of IJCNN91, vol. I, Seattle, WA, July 8–12, 1991, pp. 43–48. – volume: 8 start-page: 129 year: 1996 end-page: 151 ident: bib81 article-title: On convergence properties of the EM algorithm for Gaussian mixtures publication-title: Neural Comput. – reference: , Roma, Italy, September 16–19, 1997. – volume: 43 start-page: 59 year: 1982 end-page: 69 ident: bib41 article-title: Self-organized formation of topologically correct feature maps publication-title: Biol. Cybern. – volume: 11 start-page: 3 year: 2001 end-page: 69 ident: bib17 article-title: Best harmony, unified RPCL and automated model selection for unsupervised and supervised learning on Gaussian mixtures, ME-RBF models and three-layer nets publication-title: Int. J. Neural Syst. – reference: L. Xu, A unified learning framework: multisets modeling learning, Invited Talk, in: Proceedings of WCNN95, vol. I, Washington, DC, July 17–21, 1995, pp. 35–42. – year: 1985 ident: bib57 article-title: Factor Analysis and Related Techniques – volume: 51 start-page: 227 year: 2003 end-page: 301 ident: bib68 article-title: BYY learning, regularized implementation, and model selection on modular networks with one hidden layer of binary units publication-title: Neurocomputing – volume: 15 start-page: 1125 year: 2002 end-page: 1151 ident: bib18 article-title: BYY harmony learning, structural RPCL, and topological self-organizing on unsupervised and supervised mixture models publication-title: Neural Networks – volume: 7 start-page: 693 year: 1998 end-page: 702 ident: bib33 article-title: Optical flow estimation and moving object segmentation based on median radial basis function network publication-title: IEEE Trans. Image Process. – volume: 56 start-page: 481 year: 2004 end-page: 487 ident: bib69 article-title: A gradient BYY harmony learning rule on Gaussian mixture with automated model selection publication-title: Neurocomputing – reference: P.V.C. Hough, Method and means for recognizing complex patterns, U.S. Patent 3069654, December 18, 1962. – volume: 46 start-page: 155 year: 1997 end-page: 160 ident: bib25 article-title: Environment-adaptation mobile radio propagation prediction using radial basis function neural networks publication-title: IEEE Trans. Veh. Technol. – reference: L. Shi, L. Xu, Comparative investigation on dimension reduction and regression in threelayer feed-forward neural network, in: Artificial Neural Networks—ICANN 2006, Lecture Notes in Computer Applications, vol. 4131, Springer, Berlin, 2006, pp. 51–60. – volume: 48 start-page: 2132 year: 2000 end-page: 2144 ident: bib66 article-title: Temporal BYY learning for state space approach, hidden markov model and blind source separation publication-title: IEEE Trans. on Signal Processing – volume: 15 start-page: 885 year: 2004 end-page: 902 ident: bib47 article-title: Advances on BYY harmony learning: information theoretic perspective, generalized projection geometry, and independent factor auto-determination publication-title: IEEE Trans. Neural Networks – volume: 19 start-page: 43 year: 2000 end-page: 47 ident: bib10 article-title: A new ellipse detection method using randomized Hough transform publication-title: J. Infrared Millimeter Waves – volume: 11 start-page: 23 year: 1987 end-page: 63 ident: bib36 article-title: Competitive learning: from iterative activation to adaptive resonance publication-title: Cognitive Sci. – volume: 57 start-page: 131 year: 1993 end-page: 154 ident: bib4 article-title: Randomized Hough transform (RHT): basic mechanisms, algorithms and complexities publication-title: Comput. Vision Graphics Image Process.: Image Understanding – volume: 26 start-page: 195 year: 1984 end-page: 239 ident: bib49 article-title: Mixture densities, maximum likelihood, and the EM algorithm publication-title: SIAM Rev. – volume: 19 start-page: 299 year: 1998 end-page: 305 ident: bib9 article-title: Randomized Hough transform: improved ellipse detection with comparison publication-title: Pattern Recognition Lett. – volume: 6 start-page: 55 year: 2003 end-page: 64 ident: bib13 article-title: Randomised Hough transform with error propagation for line and circle detection publication-title: Pattern Anal. Appl. – volume: vol. I start-page: 117 year: 1988 end-page: 124 ident: bib38 article-title: Adding a conscience to competitive learning publication-title: Proceedings of IEEE International Conference on Neural Networks – volume: 37 start-page: 485 year: 2004 end-page: 500 ident: bib70 article-title: Arbitrage pricing theory based Gaussian temporal factor analysis for adaptive portfolio management publication-title: Decision Support Syst. – reference: L. Xu, M.I. Jordan, G.E. Hinton, A modified gating network for the mixtures of experts architecture, in: Proceedings of WCNN94, vol. 2, San Diego, CA, June 4–9, 1994, pp. 405–410. – volume: 4 start-page: 448 year: 1992 end-page: 472 ident: bib50 article-title: A practical Bayesian framework for backpropagation publication-title: Neural Comput. – reference: L. Xu, Fundamentals, challenges, and advances of statistical learning for knowledge discovery and problem solving: a BYY harmony perspective, keynote talk, in: Proceedings of International Conference on Neural Networks and Brain, vol. 1, Beijing, China, October 13–15, 2005, pp. 24–55. – start-page: 181 year: 2001 end-page: 210 ident: bib43 article-title: An overview on unsupervised learning from data mining perspective publication-title: Advances in Self-Organizing Maps – volume: 22 start-page: 418 year: 1992 end-page: 435 ident: bib82 article-title: Several methods for combining multiple classifiers and their applications in handwritten character recognition publication-title: IEEE Trans. System Man Cybern. – year: 1989 ident: bib54 article-title: Stochastic Complexity in Statistical Inquiry – volume: 20 start-page: 1079 year: 1999 end-page: 1083 ident: bib12 article-title: Comparison of three methods for shape recognition in the case of mine detection publication-title: Pattern Recognition Lett. – volume: 16 start-page: 437 year: 2003 end-page: 451 ident: bib23 article-title: Improved system for object detection and star/galaxy classification via local subspace analysis publication-title: Neural Networks – volume: 6 start-page: 461 year: 1978 end-page: 464 ident: bib53 article-title: Estimating the dimension of a model publication-title: Ann. Stat. – year: 1993 ident: bib75 article-title: When networks disagree: ensemble methods for hybrid neural networks publication-title: Neural Networks for Speech and Image Processing – volume: vol. 7 start-page: 633 year: 1995 end-page: 640 ident: bib60 article-title: An alternative model for mixtures of experts publication-title: Advances in Neural Information Processing Systems – reference: T.W. Anderson, H. Rubin, Statistical inference in factor analysis, Proceedings of the Third Berkeley Symposium Mathematical Statistics and Probability. vol. 5, UC Berkeley, 1956, pp. 111–150. – volume: 16 start-page: 427 year: 2003 end-page: 436 ident: bib27 article-title: A feature extraction unsupervised neural network for an environmental data set publication-title: Neural Networks – volume: 90 start-page: 773 year: 1995 end-page: 795 ident: bib35 article-title: Bayes factors publication-title: J. Am. Stat. Assoc. – volume: 43 start-page: 221 year: 1988 end-page: 238 ident: bib1 article-title: A survey of the Hough transform publication-title: Comput. Vision Graphics Image Process. – volume: 1 start-page: 1 year: 2003 end-page: 52 ident: bib45 article-title: Independent component analysis and extensions with noise and time: a Bayesian Ying–Yang learning perspective publication-title: Neural Inf. Process. Lett. Rev. – volume: 19 start-page: 223 year: 1998 end-page: 257 ident: bib80 article-title: RBF nets, mixture experts, and Bayesian Ying–Yang learning publication-title: Neurocomputing – reference: L. Xu, Bayesian–Kullback coupled Ying–Yang machines: unified learnings and new results on vector quantization, in: Proceedings of ICONIP95, Beijing, October 30–November 3, 1995, pp. 977–988. – reference: T. Nakamura, et al, The RoboCup-NAIST: a cheap multisensor-based mobile robot with visual learning capability, in: M. Asada, H. Kitano (Eds.), RoboCup-98, Lecture Notes in Artificial Intelligence, vol. 1604, Springer, Berlin, 1999, pp. 326–337. – reference: G. Castellano, A.M. Fanelli, T. Roselli, Mining categories of learners by a competitive neural network, in: Proceedings of IJCNN01, vol. 2, 2001, pp. 845–950. – year: 2007 ident: bib61 article-title: A trend on regularization and model selection in statistical learning: a perspective from bayesian ying yang learning publication-title: Challenges to Computational Intelligence – volume: 3 start-page: 79 year: 1991 end-page: 87 ident: bib59 article-title: Adaptive mixtures of local experts publication-title: Neural Comput. – reference: L. Xu, A. Krzyzak, E. Oja, Unsupervised and supervised classifications by rival penalized competitive learning, in: Proceedings of 11th International Conference on Pattern Recognition, vol. I, Hauge, Netherlands, August 30–September 3, 1992, pp. 672–675. – reference: L. Xu, Rival penalized competitive learning, finite mixture, and multisets clustering, in: Proceedings of IEEE-INNS IJCNN98, Anchorage, Alaska, vol. II, May 5–9, 1998, pp. 2525–2530. – volume: 14 start-page: 497 year: 2004 end-page: 518 ident: bib26 article-title: An RPCL-based indexing approach for software component classification publication-title: Int. J. Software Eng. Knowl. Eng. – volume: 4 start-page: 1 year: 2004 end-page: 10 ident: bib78 article-title: Investigation on several model selection criteria for determining the number of cluster publication-title: Neural Inf. Process.—Lett. Rev. – volume: 32 start-page: 181 year: 1999 end-page: 192 ident: bib5 article-title: A modified Hough transform for line detection and its performance publication-title: Pattern Recognition – volume: 19 start-page: 714 year: 1974 end-page: 723 ident: bib51 article-title: A new look at the statistical model identification publication-title: IEEE Trans. Autom. Control – volume: 39 start-page: 731 year: 2006 end-page: 735 ident: bib58 article-title: Multisets mixture learning based ellipse detection publication-title: Pattern Recognition – year: 1995 ident: bib67 article-title: Mathematics Handbook for Science and Engineering – volume: 57 start-page: 131 year: 1993 ident: 10.1016/j.patcog.2006.12.016_bib4 article-title: Randomized Hough transform (RHT): basic mechanisms, algorithms and complexities publication-title: Comput. Vision Graphics Image Process.: Image Understanding doi: 10.1006/cviu.1993.1009 – volume: 9 start-page: 29 year: 1996 ident: 10.1016/j.patcog.2006.12.016_bib6 article-title: Scene segmentation from dense displacement vector fields using randomized Hough transform publication-title: Signal Process.—Image Commun. doi: 10.1016/S0923-5965(96)00006-9 – volume: 16 start-page: 971 year: 1995 ident: 10.1016/j.patcog.2006.12.016_bib8 article-title: Recovering 3-d motion parameters from optical-flow field using randomized Hough transform publication-title: Pattern Recognition Lett. doi: 10.1016/0167-8655(95)00025-C – volume: vol. I start-page: 117 year: 1988 ident: 10.1016/j.patcog.2006.12.016_bib38 article-title: Adding a conscience to competitive learning – volume: 12 start-page: 822 year: 2001 ident: 10.1016/j.patcog.2006.12.016_bib65 article-title: BYY harmony learning independent state space and generalized APT financial analyses publication-title: IEEE Trans. Neural Networks doi: 10.1109/72.935094 – volume: 56 start-page: 481 year: 2004 ident: 10.1016/j.patcog.2006.12.016_bib69 article-title: A gradient BYY harmony learning rule on Gaussian mixture with automated model selection publication-title: Neurocomputing doi: 10.1016/j.neucom.2003.10.009 – ident: 10.1016/j.patcog.2006.12.016_bib29 doi: 10.1109/IJCNN.2001.939487 – volume: 24 start-page: 2335 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib22 article-title: Strip line detection and thinning by RPCL—based local PCA publication-title: Pattern Recognition Lett. doi: 10.1016/S0167-8655(03)00059-X – volume: 3 start-page: 79 year: 1991 ident: 10.1016/j.patcog.2006.12.016_bib59 article-title: Adaptive mixtures of local experts publication-title: Neural Comput. doi: 10.1162/neco.1991.3.1.79 – volume: 19 start-page: 714 year: 1974 ident: 10.1016/j.patcog.2006.12.016_bib51 article-title: A new look at the statistical model identification publication-title: IEEE Trans. Autom. Control doi: 10.1109/TAC.1974.1100705 – volume: 33 start-page: 554 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib7 article-title: Robust segmentation of tubular structures in 3-D medical images by parametric object detection and tracking publication-title: IEEE Trans. Syst. Man Cybern. Part B–Cybernetics doi: 10.1109/TSMCB.2003.814305 – volume: vol. 7 start-page: 633 year: 1995 ident: 10.1016/j.patcog.2006.12.016_bib60 article-title: An alternative model for mixtures of experts – volume: 11 start-page: 331 year: 1990 ident: 10.1016/j.patcog.2006.12.016_bib3 article-title: A new curve detection method: randomized Hough transform (RHT) publication-title: Pattern Recognition Lett. doi: 10.1016/0167-8655(90)90042-Z – volume: 39 start-page: 731 year: 2006 ident: 10.1016/j.patcog.2006.12.016_bib58 article-title: Multisets mixture learning based ellipse detection publication-title: Pattern Recognition doi: 10.1016/j.patcog.2005.11.018 – ident: 10.1016/j.patcog.2006.12.016_bib74 – volume: 32 start-page: 181 year: 1999 ident: 10.1016/j.patcog.2006.12.016_bib5 article-title: A modified Hough transform for line detection and its performance publication-title: Pattern Recognition doi: 10.1016/S0031-3203(98)00140-X – volume: 6 start-page: 55 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib13 article-title: Randomised Hough transform with error propagation for line and circle detection publication-title: Pattern Anal. Appl. doi: 10.1007/s10044-002-0178-2 – volume: 4 start-page: 448 year: 1992 ident: 10.1016/j.patcog.2006.12.016_bib50 article-title: A practical Bayesian framework for backpropagation publication-title: Neural Comput. doi: 10.1162/neco.1992.4.3.448 – volume: 15 start-page: 1276 year: 2004 ident: 10.1016/j.patcog.2006.12.016_bib46 article-title: Temporal BYY encoding, Markovian state spaces, and space dimension determination publication-title: IEEE Trans. Neural Networks doi: 10.1109/TNN.2004.833302 – year: 1985 ident: 10.1016/j.patcog.2006.12.016_bib57 – volume: 9 start-page: 75 year: 1985 ident: 10.1016/j.patcog.2006.12.016_bib39 article-title: Feature discovery by competitive learning publication-title: Cognitive Sci. doi: 10.1207/s15516709cog0901_5 – volume: 4 start-page: 636 year: 1993 ident: 10.1016/j.patcog.2006.12.016_bib14 article-title: Rival penalized competitive learning for clustering analysis, RBF net and curve detection publication-title: IEEE Trans. Neural Networks doi: 10.1109/72.238318 – volume: 1 start-page: 1 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib45 article-title: Independent component analysis and extensions with noise and time: a Bayesian Ying–Yang learning perspective publication-title: Neural Inf. Process. Lett. Rev. – volume: 16 start-page: 817 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib21 article-title: Data smoothing regularization, multi-sets-learning, and problem solving strategies publication-title: Neural Networks doi: 10.1016/S0893-6080(03)00119-9 – volume: 52 start-page: 345 year: 1987 ident: 10.1016/j.patcog.2006.12.016_bib52 article-title: Model selection and Akaike's information criterion: the general theory and its analytical extension publication-title: Psychometrika doi: 10.1007/BF02294361 – volume: 27 start-page: 565 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib24 article-title: Rival penalized competitive learning (RPCL): a topology-determining algorithm for analyzing gene expression data publication-title: Comput. Biol. Chem. doi: 10.1016/j.compbiolchem.2003.09.006 – volume: 26 start-page: 4979 year: 1987 ident: 10.1016/j.patcog.2006.12.016_bib40 article-title: Counterpropagation networks publication-title: Appl. Opt. doi: 10.1364/AO.26.004979 – volume: 6 start-page: 461 year: 1978 ident: 10.1016/j.patcog.2006.12.016_bib53 article-title: Estimating the dimension of a model publication-title: Ann. Stat. doi: 10.1214/aos/1176344136 – ident: 10.1016/j.patcog.2006.12.016_bib56 – ident: 10.1016/j.patcog.2006.12.016_bib2 – year: 1973 ident: 10.1016/j.patcog.2006.12.016_bib77 – ident: 10.1016/j.patcog.2006.12.016_bib19 doi: 10.1109/ICNN.1994.374182 – volume: 26 start-page: 195 year: 1984 ident: 10.1016/j.patcog.2006.12.016_bib49 article-title: Mixture densities, maximum likelihood, and the EM algorithm publication-title: SIAM Rev. doi: 10.1137/1026034 – volume: 5 start-page: 239 year: 1995 ident: 10.1016/j.patcog.2006.12.016_bib34 article-title: Probabilistic and non-probabilistic Hough Transforms: overview and comparisons publication-title: Image Vision Comput. doi: 10.1016/0262-8856(95)99713-B – volume: 19 start-page: 299 year: 1998 ident: 10.1016/j.patcog.2006.12.016_bib9 article-title: Randomized Hough transform: improved ellipse detection with comparison publication-title: Pattern Recognition Lett. doi: 10.1016/S0167-8655(98)00010-5 – ident: 10.1016/j.patcog.2006.12.016_bib73 – volume: 16 start-page: 437 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib23 article-title: Improved system for object detection and star/galaxy classification via local subspace analysis publication-title: Neural Networks doi: 10.1016/S0893-6080(03)00015-7 – volume: 4 start-page: 1 year: 2004 ident: 10.1016/j.patcog.2006.12.016_bib78 article-title: Investigation on several model selection criteria for determining the number of cluster publication-title: Neural Inf. Process.—Lett. Rev. – ident: 10.1016/j.patcog.2006.12.016_bib42 – volume: 43 start-page: 59 year: 1982 ident: 10.1016/j.patcog.2006.12.016_bib41 article-title: Self-organized formation of topologically correct feature maps publication-title: Biol. Cybern. doi: 10.1007/BF00337288 – volume: 15 start-page: 1125 year: 2002 ident: 10.1016/j.patcog.2006.12.016_bib18 article-title: BYY harmony learning, structural RPCL, and topological self-organizing on unsupervised and supervised mixture models publication-title: Neural Networks doi: 10.1016/S0893-6080(02)00084-9 – volume: 20 start-page: 226 issue: 3 year: 1998 ident: 10.1016/j.patcog.2006.12.016_bib71 article-title: On combining classifiers publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/34.667881 – volume: 7 start-page: 693 year: 1998 ident: 10.1016/j.patcog.2006.12.016_bib33 article-title: Optical flow estimation and moving object segmentation based on median radial basis function network publication-title: IEEE Trans. Image Process. doi: 10.1109/83.668026 – volume: 20 start-page: 1079 year: 1999 ident: 10.1016/j.patcog.2006.12.016_bib12 article-title: Comparison of three methods for shape recognition in the case of mine detection publication-title: Pattern Recognition Lett. doi: 10.1016/S0167-8655(99)00074-4 – volume: 48 start-page: 2132 year: 2000 ident: 10.1016/j.patcog.2006.12.016_bib66 article-title: Temporal BYY learning for state space approach, hidden markov model and blind source separation publication-title: IEEE Trans. on Signal Processing doi: 10.1109/78.847796 – volume: 37 start-page: 485 year: 2004 ident: 10.1016/j.patcog.2006.12.016_bib70 article-title: Arbitrage pricing theory based Gaussian temporal factor analysis for adaptive portfolio management publication-title: Decision Support Syst. doi: 10.1016/S0167-9236(03)00082-4 – year: 1993 ident: 10.1016/j.patcog.2006.12.016_bib75 article-title: When networks disagree: ensemble methods for hybrid neural networks – volume: 18 start-page: 97 issue: 4 year: 1997 ident: 10.1016/j.patcog.2006.12.016_bib76 article-title: Machine learning research: four current directions publication-title: Arif. Intell. Magazine – volume: 90 start-page: 773 issue: 430 year: 1995 ident: 10.1016/j.patcog.2006.12.016_bib35 article-title: Bayes factors publication-title: J. Am. Stat. Assoc. doi: 10.2307/2291091 – volume: vol. 2690 start-page: 195 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib79 article-title: A comparative study of several cluster number selection criteria – ident: 10.1016/j.patcog.2006.12.016_bib63 – ident: 10.1016/j.patcog.2006.12.016_bib15 – volume: 3 start-page: 277 year: 1990 ident: 10.1016/j.patcog.2006.12.016_bib37 article-title: Competitive learning algorithms for vector quantization publication-title: Neural Networks doi: 10.1016/0893-6080(90)90071-R – start-page: 613 year: 2004 ident: 10.1016/j.patcog.2006.12.016_bib48 article-title: Bayesian Ying Yang learning: (I) a unified perspective for statistical modeling, (II) a new mechanism for model selection and regularization – start-page: 181 year: 2001 ident: 10.1016/j.patcog.2006.12.016_bib43 article-title: An overview on unsupervised learning from data mining perspective – ident: 10.1016/j.patcog.2006.12.016_bib28 – volume: 15 start-page: 885 year: 2004 ident: 10.1016/j.patcog.2006.12.016_bib47 article-title: Advances on BYY harmony learning: information theoretic perspective, generalized projection geometry, and independent factor auto-determination publication-title: IEEE Trans. Neural Networks doi: 10.1109/TNN.2004.828767 – volume: 5 start-page: 393 year: 1992 ident: 10.1016/j.patcog.2006.12.016_bib55 article-title: Modified hebbian learning for curve and surface fitting publication-title: Neural Networks doi: 10.1016/0893-6080(92)90006-5 – volume: 19 start-page: 223 year: 1998 ident: 10.1016/j.patcog.2006.12.016_bib80 article-title: RBF nets, mixture experts, and Bayesian Ying–Yang learning publication-title: Neurocomputing doi: 10.1016/S0925-2312(97)00091-X – year: 2007 ident: 10.1016/j.patcog.2006.12.016_bib61 article-title: A trend on regularization and model selection in statistical learning: a perspective from bayesian ying yang learning – volume: 11 start-page: 23 year: 1987 ident: 10.1016/j.patcog.2006.12.016_bib36 article-title: Competitive learning: from iterative activation to adaptive resonance publication-title: Cognitive Sci. doi: 10.1111/j.1551-6708.1987.tb00862.x – year: 1989 ident: 10.1016/j.patcog.2006.12.016_bib54 – volume: 8 start-page: 129 issue: 1 year: 1996 ident: 10.1016/j.patcog.2006.12.016_bib81 article-title: On convergence properties of the EM algorithm for Gaussian mixtures publication-title: Neural Comput. doi: 10.1162/neco.1996.8.1.129 – ident: 10.1016/j.patcog.2006.12.016_bib20 – ident: 10.1016/j.patcog.2006.12.016_bib30 doi: 10.1007/3-540-63576-9_126 – volume: 8 start-page: 413 year: 1997 ident: 10.1016/j.patcog.2006.12.016_bib32 article-title: Fast image vector quantization using a modified competitive learning neural network approach publication-title: Int. J. Imaging Syst. Technol. doi: 10.1002/(SICI)1098-1098(1997)8:4<413::AID-IMA8>3.0.CO;2-D – volume: 46 start-page: 155 year: 1997 ident: 10.1016/j.patcog.2006.12.016_bib25 article-title: Environment-adaptation mobile radio propagation prediction using radial basis function neural networks publication-title: IEEE Trans. Veh. Technol. doi: 10.1109/25.554747 – volume: 16 start-page: 427 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib27 article-title: A feature extraction unsupervised neural network for an environmental data set publication-title: Neural Networks doi: 10.1016/S0893-6080(03)00014-5 – volume: 43 start-page: 221 year: 1988 ident: 10.1016/j.patcog.2006.12.016_bib1 article-title: A survey of the Hough transform publication-title: Comput. Vision Graphics Image Process. doi: 10.1016/0734-189X(88)90071-0 – ident: 10.1016/j.patcog.2006.12.016_bib16 – volume: 17 start-page: 771 year: 1996 ident: 10.1016/j.patcog.2006.12.016_bib11 article-title: Detection of piecewise-linear signals by the randomized Hough transform publication-title: Pattern Recognition Lett. doi: 10.1016/0167-8655(96)00005-0 – volume: 22 start-page: 418 year: 1992 ident: 10.1016/j.patcog.2006.12.016_bib82 article-title: Several methods for combining multiple classifiers and their applications in handwritten character recognition publication-title: IEEE Trans. System Man Cybern. doi: 10.1109/21.155943 – volume: 13 start-page: 171 year: 1996 ident: 10.1016/j.patcog.2006.12.016_bib31 article-title: A systematic method for rational definition of plant diagnostic symptoms by self-organizing neural networks publication-title: Neurocomputing doi: 10.1016/0925-2312(95)00090-9 – ident: 10.1016/j.patcog.2006.12.016_bib64 – volume: 11 start-page: 3 year: 2001 ident: 10.1016/j.patcog.2006.12.016_bib17 article-title: Best harmony, unified RPCL and automated model selection for unsupervised and supervised learning on Gaussian mixtures, ME-RBF models and three-layer nets publication-title: Int. J. Neural Syst. doi: 10.1016/S0129-0657(01)00049-7 – volume: 14 start-page: 497 year: 2004 ident: 10.1016/j.patcog.2006.12.016_bib26 article-title: An RPCL-based indexing approach for software component classification publication-title: Int. J. Software Eng. Knowl. Eng. doi: 10.1142/S0218194004001774 – volume: 19 start-page: 43 year: 2000 ident: 10.1016/j.patcog.2006.12.016_bib10 article-title: A new ellipse detection method using randomized Hough transform publication-title: J. Infrared Millimeter Waves – ident: 10.1016/j.patcog.2006.12.016_bib62 doi: 10.1109/ICNNB.2005.1614547 – volume: 51 start-page: 227 year: 2003 ident: 10.1016/j.patcog.2006.12.016_bib68 article-title: BYY learning, regularized implementation, and model selection on modular networks with one hidden layer of binary units publication-title: Neurocomputing doi: 10.1016/S0925-2312(02)00622-7 – ident: 10.1016/j.patcog.2006.12.016_bib44 – ident: 10.1016/j.patcog.2006.12.016_bib72 doi: 10.1109/IJCNN.1991.155146 – year: 1995 ident: 10.1016/j.patcog.2006.12.016_bib67 |
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| SubjectTerms | Automatic model selection Bayesian Ying–Yang learning Elliptic RPCL Evidence combination Hough transform Local subspaces Mixture of experts Multi-sets modelling Object detection RBF nets Rival penalized competitive learning (RPCL) |
| Title | A unified perspective and new results on RHT computing, mixture based learning, and multi-learner based problem solving |
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