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    IJCAI
    2007
    140views Artificial Intelligence» more  IJCAI 2007»
    Utile Distinctions for Relational Reinforcement Learning
    13 years 11 months ago
    Utile Distinctions for Relational Reinforcement Learning
    Download  www.ijcai.org
    We introduce an approach to autonomously creating state space abstractions for an online reinforcement learning agent using a relational representation. Our approach uses a tree-b...
    William Dabney, Amy McGovern
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    NIPS
    2008
    163views Information Technology» more  NIPS 2008»
    Spectral Clustering with Perturbed Data
    13 years 11 months ago
    Spectral Clustering with Perturbed Data
    Download  www2.berkeley.intel-research.net
    Spectral clustering is useful for a wide-ranging set of applications in areas such as biological data analysis, image processing and data mining. However, the computational and/or...
    Ling Huang, Donghui Yan, Michael I. Jordan, Nina T...
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    NIPS
    2008
    201views Information Technology» more  NIPS 2008»
    Using Bayesian Dynamical Systems for Motion Template Libraries
    13 years 11 months ago
    Using Bayesian Dynamical Systems for Motion Template Libraries
    Download  www.kyb.tuebingen.mpg.de
    Motor primitives or motion templates have become an important concept for both modeling human motor control as well as generating robot behaviors using imitation learning. Recent ...
    Silvia Chiappa, Jens Kober, Jan Peters
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    NIPS
    2008
    142views Information Technology» more  NIPS 2008»
    Mixed Membership Stochastic Blockmodels
    13 years 11 months ago
    Mixed Membership Stochastic Blockmodels
    Download  jmlr.csail.mit.edu
    Consider data consisting of pairwise measurements, such as presence or absence of links between pairs of objects. These data arise, for instance, in the analysis of protein intera...
    Edoardo Airoldi, David M. Blei, Stephen E. Fienber...
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    SDM
    2008
    SIAM
    150views Data Mining» more  SDM 2008»
    A Stagewise Least Square Loss Function for Classification
    13 years 11 months ago
    A Stagewise Least Square Loss Function for Classification
    Download  nlpr-web.ia.ac.cn
    This paper presents a stagewise least square (SLS) loss function for classification. It uses a least square form within each stage to approximate a bounded monotonic nonconvex los...
    Shuang-Hong Yang, Bao-Gang Hu
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