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catalog contributor b12379272.
catalog contributor b12379273.
catalog contributor b12379274.
catalog created "c2001.".
catalog date "2001".
catalog date "c2001.".
catalog dateCopyrighted "c2001.".
catalog description "Filip Mulier and Vladimir Cherkassky -- Part V. Extensions of self-organizing maps -- A stochastic self-organizing map for proximity data / Thore Graepel and Klaus Obermayer -- Self-organized formation of various invariant-feature filters in the adaptive-subspace SOM / Teuvo Kohonen, Samuel Kaski, and Harri Lappalainen -- Faithful representation of separable distributions / Juan Lin, David G. Grier, and Jack D. Cowan -- Dynamic cell structure learns perfectly topology preserving map / Jorg Bruske and Gerald Sommer -- An analysis of the elastic net approach to the traveling salesman problem / Richard Durbin, Richard Szeliski, and Alan Yuille -- Sorting with self-organizing maps / Marco Budinich.".
catalog description "Includes bibliographical references and index.".
catalog description "Models of orientation and ocular dominance columns in the visual cortex : a critical comparison / E. Erwin, K. Obermayer, and K. Schulten -- Development of oriented ocular dominance bands as a consequence of areal geometry / H.-U. Bauer -- The joint development of orientation and ocular dominance : role of constraints / Christian Piepenbrock, Helge Ritter, and Klaus Obermayer -- A self-organizing model of "color blob" formation / H.G. Barrow, H.J. Bray, and J.M.L. Budd -- A type of duality between self-organizing maps and minimal wiring / Graeme Mitchison -- Part IV. Self-organizing maps for unsupervised data analysis -- A Bayesian analysis of self-organizing maps / Stephen P. Luttrell -- Hyperparameter selection for self-organizing maps / Akio Utsugi -- GTM : the generative topographic mapping / Christopher M. Bishop, Markus Svensen, and Christopher K.I. Williams -- Self-organization as an iterative kernel smoothing process /".
catalog description "Part I. Receptive fields -- Analysis of Linsker's simulations of Hebbian rules / David J.C. MacKay and Kenneth D. Miller -- Toward a theory of the striate cortex / Zhaoping Li and Joseph J. Atick -- Bayesian self-organization driven by prior probability distributions / Alan L. Yille, Stelios M. Smirnakis, and Lei Xu -- Part II. Models of topographic maps in the brain -- Dynamics and formation of self-organizing maps / Jun Zhang -- A unifying objective function for topographic mappings / Geoffrey J. Goodhill and Terrence J. Sejnowski -- Constrained optimization for neural map formation : a unifying framework for weight growth and normalization / Laurenz Wiskott and Terrence J. Sejnowski -- How to generate ordered maps by maximizing the mutual information between input and output signals / Ralph Linsker -- Part III. Models of cortical feature maps --".
catalog extent "xvii, 440 p. :".
catalog identifier "0262650606 (pbk. : alk. paper)".
catalog isPartOf "Computational neuroscience".
catalog issued "2001".
catalog issued "c2001.".
catalog language "eng".
catalog publisher "Cambridge, Mass. : MIT Press,".
catalog subject "006.3/2 21".
catalog subject "Neural computers.".
catalog subject "Neural networks (Computer science)".
catalog subject "QA76.87 .S46 2001".
catalog subject "Self-organizing maps.".
catalog tableOfContents "Filip Mulier and Vladimir Cherkassky -- Part V. Extensions of self-organizing maps -- A stochastic self-organizing map for proximity data / Thore Graepel and Klaus Obermayer -- Self-organized formation of various invariant-feature filters in the adaptive-subspace SOM / Teuvo Kohonen, Samuel Kaski, and Harri Lappalainen -- Faithful representation of separable distributions / Juan Lin, David G. Grier, and Jack D. Cowan -- Dynamic cell structure learns perfectly topology preserving map / Jorg Bruske and Gerald Sommer -- An analysis of the elastic net approach to the traveling salesman problem / Richard Durbin, Richard Szeliski, and Alan Yuille -- Sorting with self-organizing maps / Marco Budinich.".
catalog tableOfContents "Models of orientation and ocular dominance columns in the visual cortex : a critical comparison / E. Erwin, K. Obermayer, and K. Schulten -- Development of oriented ocular dominance bands as a consequence of areal geometry / H.-U. Bauer -- The joint development of orientation and ocular dominance : role of constraints / Christian Piepenbrock, Helge Ritter, and Klaus Obermayer -- A self-organizing model of "color blob" formation / H.G. Barrow, H.J. Bray, and J.M.L. Budd -- A type of duality between self-organizing maps and minimal wiring / Graeme Mitchison -- Part IV. Self-organizing maps for unsupervised data analysis -- A Bayesian analysis of self-organizing maps / Stephen P. Luttrell -- Hyperparameter selection for self-organizing maps / Akio Utsugi -- GTM : the generative topographic mapping / Christopher M. Bishop, Markus Svensen, and Christopher K.I. Williams -- Self-organization as an iterative kernel smoothing process /".
catalog tableOfContents "Part I. Receptive fields -- Analysis of Linsker's simulations of Hebbian rules / David J.C. MacKay and Kenneth D. Miller -- Toward a theory of the striate cortex / Zhaoping Li and Joseph J. Atick -- Bayesian self-organization driven by prior probability distributions / Alan L. Yille, Stelios M. Smirnakis, and Lei Xu -- Part II. Models of topographic maps in the brain -- Dynamics and formation of self-organizing maps / Jun Zhang -- A unifying objective function for topographic mappings / Geoffrey J. Goodhill and Terrence J. Sejnowski -- Constrained optimization for neural map formation : a unifying framework for weight growth and normalization / Laurenz Wiskott and Terrence J. Sejnowski -- How to generate ordered maps by maximizing the mutual information between input and output signals / Ralph Linsker -- Part III. Models of cortical feature maps --".
catalog title "Self-organizing map formation : foundations of neural computation / edited by Klaus Obermayer and Terrence J. Sejnowski.".
catalog type "text".