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    JMLR
    2002
    106views more  JMLR 2002»
    Some Greedy Learning Algorithms for Sparse Regression and Classification with Mercer Kernels
    13 years 9 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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    ML
    2002
    ACM
    143views Machine Learning» more  ML 2002»
    A Sparse Sampling Algorithm for Near-Optimal Planning in Large Markov Decision Processes
    13 years 9 months ago
    A Sparse Sampling Algorithm for Near-Optimal Planning in Large Markov Decision Processes
    Download  www.cis.upenn.edu
    An issue that is critical for the application of Markov decision processes MDPs to realistic problems is how the complexity of planning scales with the size of the MDP. In stochas...
    Michael J. Kearns, Yishay Mansour, Andrew Y. Ng
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    TKDE
    1998
    134views more  TKDE 1998»
    Unified Data Model for Representing Multimedia, Timeline, and Simulation Data
    13 years 9 months ago
    Unified Data Model for Representing Multimedia, Timeline, and Simulation Data
    Download  www.kmed.cs.ucla.edu
    —This paper describes a unified data model that represents multimedia, timeline, and simulation data utilizing a single set of related data modeling constructs. A uniform model f...
    John D. N. Dionisio, Alfonso F. Cardenas
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    SIGMOD
    2002
    ACM
    127views Database» more  SIGMOD 2002»
    Workflow management with service quality guarantees
    13 years 9 months ago
    Workflow management with service quality guarantees
    Download  www.mpi-inf.mpg.de
    Workflow management systems (WFMS) that are geared for the orchestration of business processes across multiple organizations are complex distributed systems: they consist of multi...
    Michael Gillmann, Gerhard Weikum, Wolfgang Wonner
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    TIP
    2002
    99views more  TIP 2002»
    Reconstructing images from their most singular fractal manifold
    13 years 9 months ago
    Reconstructing images from their most singular fractal manifold
    Download  www.ft.uam.es
    Real world images are complex objects, difficult to describe but at the same time possessing a high degree of redundancy. A very recent study [1] on the statistical properties of n...
    Antonio Turiel, Angela del Pozo
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