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    SDM
    2008
    SIAM
    177views Data Mining» more  SDM 2008»
    Roughly Balanced Bagging for Imbalanced Data
    14 years 11 months ago
    Roughly Balanced Bagging for Imbalanced Data
    Download  siam.org
    Imbalanced class problems appear in many real applications of classification learning. We propose a novel sampling method to improve bagging for data sets with skewed class distri...
    Shohei Hido, Hisashi Kashima
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    NIPS
    2007
    182views Information Technology» more  NIPS 2007»
    Predicting Brain States from fMRI Data: Incremental Functional Principal Component Regression
    14 years 11 months ago
    Predicting Brain States from fMRI Data: Incremental Functional Principal Component Regression
    Download  books.nips.cc
    We propose a method for reconstruction of human brain states directly from functional neuroimaging data. The method extends the traditional multivariate regression analysis of dis...
    Sennay Ghebreab, Arnold W. M. Smeulders, Pieter W....
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    UAI
    2008
    252views Artificial Intelligence» more  UAI 2008»
    Small Sample Inference for Generalization Error in Classification Using the CUD Bound
    14 years 11 months ago
    Small Sample Inference for Generalization Error in Classification Using the CUD Bound
    Download  www.stat.lsa.umich.edu
    Confidence measures for the generalization error are crucial when small training samples are used to construct classifiers. A common approach is to estimate the generalization err...
    Eric Laber, Susan Murphy
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    UAI
    2008
    187views Artificial Intelligence» more  UAI 2008»
    Knowledge Combination in Graphical Multiagent Models
    14 years 11 months ago
    Knowledge Combination in Graphical Multiagent Models
    Download  uai2008.cs.helsinki.fi
    A graphical multiagent model (GMM) represents a joint distribution over the behavior of a set of agents. One source of knowledge aboutagents'behaviormaycomefromgametheoretic ...
    Quang Duong, Michael P. Wellman, Satinder P. Singh
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    AAAI
    2004
    166views Intelligent Agents» more  AAAI 2004»
    Analogical Path Planning
    14 years 11 months ago
    Analogical Path Planning
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    We present a probabilistic method for path planning that considers trajectories constrained by both the environment and an ensemble of restrictions or preferences on preferred mot...
    Saul Simhon, Gregory Dudek
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