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    NIPS
    2003
    289views Information Technology» more  NIPS 2003»
    Gaussian Process Latent Variable Models for Visualisation of High Dimensional Data
    15 years 2 months ago
    Gaussian Process Latent Variable Models for Visualisation of High Dimensional Data
    Download  books.nips.cc
    In this paper we introduce a new underlying probabilistic model for principal component analysis (PCA). Our formulation interprets PCA as a particular Gaussian process prior on a ...
    Neil D. Lawrence
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    NIPS
    2000
    117views Information Technology» more  NIPS 2000»
    An Information Maximization Approach to Overcomplete and Recurrent Representations
    15 years 2 months ago
    An Information Maximization Approach to Overcomplete and Recurrent Representations
    Download  neurophysics.huji.ac.il
    The principle of maximizing mutual information is applied to learning overcomplete and recurrent representations. The underlying model consists of a network of input units driving...
    Oren Shriki, Haim Sompolinsky, Daniel D. Lee
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    110
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    NIPS
    1997
    98views Information Technology» more  NIPS 1997»
    Hybrid NN/HMM-Based Speech Recognition with a Discriminant Neural Feature Extraction
    15 years 2 months ago
    Hybrid NN/HMM-Based Speech Recognition with a Discriminant Neural Feature Extraction
    Download  www.mmk.e-technik.tu-muenchen.de
    In thispaper, we present a novelhybridarchitecture forcontinuousspeech recognition systems. It consists of a continuous HMM system extended by an arbitrary neural network that is ...
    Daniel Willett, Gerhard Rigoll
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    118
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    NIPS
    2004
    115views Information Technology» more  NIPS 2004»
    Euclidean Embedding of Co-Occurrence Data
    15 years 2 months ago
    Euclidean Embedding of Co-Occurrence Data
    Download  www.seas.upenn.edu
    Embedding algorithms search for low dimensional structure in complex data, but most algorithms only handle objects of a single type for which pairwise distances are specified. Thi...
    Amir Globerson, Gal Chechik, Fernando C. Pereira, ...
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    114
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    NIPS
    2004
    109views Information Technology» more  NIPS 2004»
    Real-Time Pitch Determination of One or More Voices by Nonnegative Matrix Factorization
    15 years 2 months ago
    Real-Time Pitch Determination of One or More Voices by Nonnegative Matrix Factorization
    Download  books.nips.cc
    An auditory "scene", composed of overlapping acoustic sources, can be viewed as a complex object whose constituent parts are the individual sources. Pitch is known to be...
    Fei Sha, Lawrence K. Saul
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