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    NIPS
    2004
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    Optimal sub-graphical models
    14 years 25 days ago
    Optimal sub-graphical models
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    Mukund Narasimhan, Jeff A. Bilmes
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    NIPS
    2004
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    Kernels for Multi--task Learning
    14 years 25 days ago
    Kernels for Multi--task Learning
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    This paper provides a foundation for multi
    Charles A. Micchelli, Massimiliano Pontil
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    NIPS
    2004
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    Multiple Relational Embedding
    14 years 25 days ago
    Multiple Relational Embedding
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    We describe a way of using multiple different types of similarity relationship to learn a low-dimensional embedding of a dataset. Our method chooses different, possibly overlappin...
    Roland Memisevic, Geoffrey E. Hinton
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    NIPS
    2004
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    Common-Frame Model for Object Recognition
    14 years 25 days ago
    Common-Frame Model for Object Recognition
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    A generative probabilistic model for objects in images is presented. An object consists of a constellation of features. Feature appearance and pose are modeled probabilistically. ...
    Pierre Moreels, Pietro Perona
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    NIPS
    2004
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    Validity Estimates for Loopy Belief Propagation on Binary Real-world Networks
    14 years 25 days ago
    Validity Estimates for Loopy Belief Propagation on Binary Real-world Networks
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    We introduce a computationally efficient method to estimate the validity of the BP method as a function of graph topology, the connectivity strength, frustration and network size....
    Joris M. Mooij, Hilbert J. Kappen
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    NIPS
    2004
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    Optimal Information Decoding from Neuronal Populations with Specific Stimulus Selectivity
    14 years 25 days ago
    Optimal Information Decoding from Neuronal Populations with Specific Stimulus Selectivity
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    A typical neuron in visual cortex receives most inputs from other cortical neurons with a roughly similar stimulus preference. Does this arrangement of inputs allow efficient read...
    Marcelo A. Montemurro, Stefano Panzeri
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    NIPS
    2004
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    A Topographic Support Vector Machine: Classification Using Local Label Configurations
    14 years 25 days ago
    A Topographic Support Vector Machine: Classification Using Local Label Configurations
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    The standard approach to the classification of objects is to consider the examples as independent and identically distributed (iid). In many real world settings, however, this ass...
    Johannes Mohr, Klaus Obermayer
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    NIPS
    2004
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    Conditional Models of Identity Uncertainty with Application to Noun Coreference
    14 years 25 days ago
    Conditional Models of Identity Uncertainty with Application to Noun Coreference
    Download  www.cs.umass.edu
    Coreference analysis, also known as record linkage or identity uncertainty, is a difficult and important problem in natural language processing, databases, citation matching and m...
    Andrew McCallum, Ben Wellner
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    NIPS
    2004
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    Linear Multilayer Independent Component Analysis for Large Natural Scenes
    14 years 25 days ago
    Linear Multilayer Independent Component Analysis for Large Natural Scenes
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    In this paper, linear multilayer ICA (LMICA) is proposed for extracting independent components from quite high-dimensional observed signals such as large-size natural scenes. Ther...
    Yoshitatsu Matsuda, Kazunori Yamaguchi
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    NIPS
    2004
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    Limits of Spectral Clustering
    14 years 25 days ago
    Limits of Spectral Clustering
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    An important aspect of clustering algorithms is whether the partitions constructed on finite samples converge to a useful clustering of the whole data space as the sample size inc...
    Ulrike von Luxburg, Olivier Bousquet, Mikhail Belk...
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