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    ACL
    2011
    142views Computational Linguistics» more  ACL 2011»
    Jointly Learning to Extract and Compress
    13 years 25 days ago
    Jointly Learning to Extract and Compress
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    We learn a joint model of sentence extraction and compression for multi-document summarization. Our model scores candidate summaries according to a combined linear model whose fea...
    Taylor Berg-Kirkpatrick, Dan Gillick, Dan Klein
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    AAAI
    2011
    246views Intelligent Agents» more  AAAI 2011»
    An Online Spectral Learning Algorithm for Partially Observable Nonlinear Dynamical Systems
    12 years 9 months ago
    An Online Spectral Learning Algorithm for Partially Observable Nonlinear Dynamical Systems
    Download  www.cs.cmu.edu
    Recently, a number of researchers have proposed spectral algorithms for learning models of dynamical systems—for example, Hidden Markov Models (HMMs), Partially Observable Marko...
    Byron Boots, Geoffrey J. Gordon
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    JMLR
    2006
    120views more  JMLR 2006»
    Kernel-Based Learning of Hierarchical Multilabel Classification Models
    13 years 9 months ago
    Kernel-Based Learning of Hierarchical Multilabel Classification Models
    Download  jmlr.csail.mit.edu
    We present a kernel-based algorithm for hierarchical text classification where the documents are allowed to belong to more than one category at a time. The classification model is...
    Juho Rousu, Craig Saunders, Sándor Szedm&aa...
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    AR
    2002
    157views more  AR 2002»
    Acquiring state from control dynamics to learn grasping policies for robot hands
    13 years 9 months ago
    Acquiring state from control dynamics to learn grasping policies for robot hands
    Download  www.mit.edu
    Abstract--A prominent emerging theory of sensorimotor development in biological systems proposes that control knowledge is encoded in the dynamics of physical interaction with the ...
    Roderic A. Grupen, Jefferson A. Coelho Jr.
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    JMLR
    2002
    106views more  JMLR 2002»
    Some Greedy Learning Algorithms for Sparse Regression and Classification with Mercer Kernels
    13 years 8 months ago
    Some Greedy Learning Algorithms for Sparse Regression and Classification with Mercer Kernels
    Download  jmlr.csail.mit.edu
    We present some greedy learning algorithms for building sparse nonlinear regression and classification models from observational data using Mercer kernels. Our objective is to dev...
    Prasanth B. Nair, Arindam Choudhury 0002, Andy J. ...
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