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    NECO
    1998
    171views more  NECO 1998»
    Constrained Optimization for Neural Map Formation: A Unifying Framework for Weight Growth and Normalization
    13 years 11 months ago
    Constrained Optimization for Neural Map Formation: A Unifying Framework for Weight Growth and Normalization
    Download  papers.cnl.salk.edu
    three different levels of abstraction: detailed models including ctivity dynamics, weight dynamics that abstract from the neural activity dynamics by an adiabatic approximation, an...
    Laurenz Wiskott, Terrence J. Sejnowski
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    NECO
    1998
    73views more  NECO 1998»
    Chaotic Balanced State in a Model Of Cortical Circuits
    13 years 11 months ago
    Chaotic Balanced State in a Model Of Cortical Circuits
    Download  keck.ucsf.edu
    Carl van Vreeswijk, Haim Sompolinsky
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    NECO
    1998
    119views more  NECO 1998»
    Density Estimation by Mixture Models with Smoothing Priors
    13 years 11 months ago
    Density Estimation by Mixture Models with Smoothing Priors
    Download  staff.aist.go.jp
    In the statistical approach for self-organizing maps (SOMs), learning is regarded as an estimation algorithm for a Gaussian mixture model with a Gaussian smoothing prior on the ce...
    Akio Utsugi
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    NECO
    1998
    121views more  NECO 1998»
    Nonlinear Time-Series Prediction with Missing and Noisy Data
    13 years 11 months ago
    Nonlinear Time-Series Prediction with Missing and Noisy Data
    Download  wwwbrauer.in.tum.de
    We derive solutions for the problem of missing and noisy data in nonlinear timeseries prediction from a probabilistic point of view. We discuss different approximations to the so...
    Volker Tresp, Reimar Hofmann
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    NECO
    1998
    168views more  NECO 1998»
    Constructive Incremental Learning from Only Local Information
    13 years 11 months ago
    Constructive Incremental Learning from Only Local Information
    Download  users.isr.ist.utl.pt
    We introduce a constructive, incremental learning system for regression problems that models data by means of spatially localized linear models. In contrast to other approaches, t...
    Stefan Schaal, Christopher G. Atkeson
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    NECO
    1998
    84views more  NECO 1998»
    Breaking Rotational Symmetry in a Self-Organizing Map-Model for Orientation Map Development
    13 years 11 months ago
    Breaking Rotational Symmetry in a Self-Organizing Map-Model for Orientation Map Development
    Download  riesenhuberlab.neuro.georgetown.edu
    Maximilian Riesenhuber, Hans-Ulrich Bauer, Dirk Br...
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    NECO
    1998
    69views more  NECO 1998»
    The Role of the Hippocampus in Solving the Morris Water Maze
    13 years 11 months ago
    The Role of the Hippocampus in Solving the Morris Water Maze
    Download  www.cs.cmu.edu
    A. David Redish, David S. Touretzky
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    NECO
    1998
    151views more  NECO 1998»
    Nonlinear Component Analysis as a Kernel Eigenvalue Problem
    13 years 11 months ago
    Nonlinear Component Analysis as a Kernel Eigenvalue Problem
    Download  www.face-rec.org
    We describe a new method for performing a nonlinear form of Principal Component Analysis. By the use of integral operator kernel functions, we can e ciently compute principal comp...
    Bernhard Schölkopf, Alex J. Smola, Klaus-Robe...
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    NECO
    1998
    83views more  NECO 1998»
    Properties of Support Vector Machines
    13 years 11 months ago
    Properties of Support Vector Machines
    Download  www.svms.org
    Support Vector Machines (SVMs) perform pattern recognition between two point classes by nding a decision surface determined by certain points of the training set, termed Support V...
    Massimiliano Pontil, Alessandro Verri
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    NECO
    1998
    72views more  NECO 1998»
    A Learning Theorem for Networks at Detailed Stochastic Equilibrium
    13 years 11 months ago
    A Learning Theorem for Networks at Detailed Stochastic Equilibrium
    Download  mplab.ucsd.edu
    Javier R. Movellan
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