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    » A kernel path algorithm for support vector machines
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    NIPS
    2004
    292views Information Technology» more  NIPS 2004»
    Nonparametric Transforms of Graph Kernels for Semi-Supervised Learning
    13 years 10 months ago
    Nonparametric Transforms of Graph Kernels for Semi-Supervised Learning
    Download  www.cs.cmu.edu
    We present an algorithm based on convex optimization for constructing kernels for semi-supervised learning. The kernel matrices are derived from the spectral decomposition of grap...
    Xiaojin Zhu, Jaz S. Kandola, Zoubin Ghahramani, Jo...
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    ICML
    2004
    IEEE
    197views Machine Learning» more  ICML 2004»
    Distribution kernels based on moments of counts
    14 years 9 months ago
    Distribution kernels based on moments of counts
    Download  www.cs.nyu.edu
    Many applications in text and speech processing require the analysis of distributions of variable-length sequences. We recently introduced a general kernel framework, rational ker...
    Corinna Cortes, Mehryar Mohri
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    ESANN
    2007
    144views Neural Networks» more  ESANN 2007»
    One-class SVM regularization path and comparison with alpha seeding
    13 years 10 months ago
    One-class SVM regularization path and comparison with alpha seeding
    Download  asi.insa-rouen.fr
    One-class support vector machines (1-SVMs) estimate the level set of the underlying density observed data. Aside the kernel selection issue, one difficulty concerns the choice of t...
    Alain Rakotomamonjy, Manuel Davy
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    ICANN
    2009
    Springer
    127views Neural Networks» more  ICANN 2009»
    Using Kernel Basis with Relevance Vector Machine for Feature Selection
    14 years 3 months ago
    Using Kernel Basis with Relevance Vector Machine for Feature Selection
    Download  suard.frederic.free.fr
    This paper presents an application of multiple kernels like Kernel Basis to the Relevance Vector Machine algorithm. The framework of kernel machines has been a source of many works...
    Frederic Suard, David Mercier
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    NIPS
    2004
    97views Information Technology» more  NIPS 2004»
    Sub-Microwatt Analog VLSI Support Vector Machine for Pattern Classification and Sequence Estimation
    13 years 10 months ago
    Sub-Microwatt Analog VLSI Support Vector Machine for Pattern Classification and Sequence Estimation
    Download  books.nips.cc
    An analog system-on-chip for kernel-based pattern classification and sequence estimation is presented. State transition probabilities conditioned on input data are generated by an...
    Shantanu Chakrabartty, Gert Cauwenberghs
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