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    NIPS
    2000
    128views Information Technology» more  NIPS 2000»
    Learning Continuous Distributions: Simulations With Field Theoretic Priors
    14 years 26 days ago
    Learning Continuous Distributions: Simulations With Field Theoretic Priors
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    Learning of a smooth but nonparametric probability density can be regularized using methods of Quantum Field Theory. We implement a field theoretic prior numerically, test its eff...
    Ilya Nemenman, William Bialek
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    NIPS
    2000
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    Active Inference in Concept Learning
    14 years 26 days ago
    Active Inference in Concept Learning
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    Jonathan D. Nelson, Javier R. Movellan
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    NIPS
    2000
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    Processing of Time Series by Neural Circuits with Biologically Realistic Synaptic Dynamics
    14 years 26 days ago
    Processing of Time Series by Neural Circuits with Biologically Realistic Synaptic Dynamics
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    Experimental data show that biological synapses behave quite differently from the symbolic synapses in common artificial neural network models. Biological synapses are dynamic, i....
    Thomas Natschläger, Wolfgang Maass, Eduardo D...
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    NIPS
    2000
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    Finding the Key to a Synapse
    14 years 26 days ago
    Finding the Key to a Synapse
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    Experimental data have shown that synapses are heterogeneous: different synapses respond with different sequences of amplitudes of postsynaptic responses to the same spike train. ...
    Thomas Natschläger, Wolfgang Maass
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    NIPS
    2000
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    The Use of MDL to Select among Computational Models of Cognition
    14 years 26 days ago
    The Use of MDL to Select among Computational Models of Cognition
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    How should we decide among competing explanations of a cognitive process given limited observations? The problem of model selection is at the heart of progress in cognitive scienc...
    In Jae Myung, Mark A. Pitt, Shaobo Zhang, Vijay Ba...
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    NIPS
    2000
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    Automatic Choice of Dimensionality for PCA
    14 years 26 days ago
    Automatic Choice of Dimensionality for PCA
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    A central issue in principal component analysis (PCA) is choosing the number of principal components to be retained. By interpreting PCA as density estimation, this paper shows ho...
    Thomas P. Minka
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    NIPS
    2000
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    A Mathematical Programming Approach to the Kernel Fisher Algorithm
    14 years 26 days ago
    A Mathematical Programming Approach to the Kernel Fisher Algorithm
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    We investigate a new kernel
    Sebastian Mika, Gunnar Rätsch, Klaus-Robert M...
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    NIPS
    2000
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    The Unscented Particle Filter
    14 years 26 days ago
    The Unscented Particle Filter
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    Rudolph van der Merwe, Arnaud Doucet, Nando de Fre...
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    NIPS
    2000
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    Recognizing Hand-written Digits Using Hierarchical Products of Experts
    14 years 26 days ago
    Recognizing Hand-written Digits Using Hierarchical Products of Experts
    Download  www.cs.toronto.edu
    The product of experts learning procedure [1] can discover a set of stochastic binary features that constitute a non-linear generative model of handwritten images of digits. The q...
    Guy Mayraz, Geoffrey E. Hinton
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    NIPS
    2000
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    Text Classification using String Kernels
    14 years 26 days ago
    Text Classification using String Kernels
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    We propose a novel approach for categorizing text documents based on the use of a special kernel. The kernel is an inner product in the feature space generated by all subsequences...
    Huma Lodhi, John Shawe-Taylor, Nello Cristianini, ...
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