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    AAAI
    2012
    231views Intelligent Agents» more  AAAI 2012»
    Sparse Probabilistic Relational Projection
    12 years 1 months ago
    Sparse Probabilistic Relational Projection
    Download  www.cs.ust.hk
    Probabilistic relational PCA (PRPCA) can learn a projection matrix to perform dimensionality reduction for relational data. However, the results learned by PRPCA lack interpretabi...
    Wu-Jun Li, Dit-Yan Yeung
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    AAAI
    2012
    215views Intelligent Agents» more  AAAI 2012»
    Multinomial Relation Prediction in Social Data: A Dimension Reduction Approach
    12 years 1 months ago
    Multinomial Relation Prediction in Social Data: A Dimension Reduction Approach
    Download  www.iba.t.u-tokyo.ac.jp
    The recent popularization of social web services has made them one of the primary uses of the World Wide Web. An important concept in social web services is social actions such as...
    Nozomi Nori, Danushka Bollegala, Hisashi Kashima
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    AAAI
    2012
    272views Intelligent Agents» more  AAAI 2012»
    A Spin-Glass Model for Semi-Supervised Community Detection
    12 years 1 months ago
    A Spin-Glass Model for Semi-Supervised Community Detection
    Download  cs.brynmawr.edu
    Current modularity-based community detection methods show decreased performance as relational networks become increasingly noisy. These methods also yield a large number of divers...
    Eric Eaton, Rachael Mansbach
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    AAAI
    2012
    218views Intelligent Agents» more  AAAI 2012»
    Exact Lifted Inference with Distinct Soft Evidence on Every Object
    12 years 1 months ago
    Exact Lifted Inference with Distinct Soft Evidence on Every Object
    Download  www.ai.sri.com
    The presence of non-symmetric evidence has been a barrier for the application of lifted inference since the evidence destroys the symmetry of the first-order probabilistic model....
    Hung B. Bui, Tuyen N. Huynh, Rodrigo de Salvo Braz
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    AAAI
    2012
    215views Intelligent Agents» more  AAAI 2012»
    POMDPs Make Better Hackers: Accounting for Uncertainty in Penetration Testing
    12 years 1 months ago
    POMDPs Make Better Hackers: Accounting for Uncertainty in Penetration Testing
    Download  corelabs.coresecurity.com
    Penetration Testing is a methodology for assessing network security, by generating and executing possible hacking attacks. Doing so automatically allows for regular and systematic...
    Carlos Sarraute, Olivier Buffet, Jörg Hoffman...
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    AAAI
    2012
    367views Intelligent Agents» more  AAAI 2012»
    Generalized Monte-Carlo Tree Search Extensions for General Game Playing
    12 years 1 months ago
    Generalized Monte-Carlo Tree Search Extensions for General Game Playing
    Download  cadia.ru.is
    General Game Playing (GGP) agents must be capable of playing a wide variety of games skillfully. Monte-Carlo Tree Search (MCTS) has proven an effective reasoning mechanism for thi...
    Hilmar Finnsson
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    AAAI
    2012
    189views Intelligent Agents» more  AAAI 2012»
    Quality Expectation-Variance Tradeoffs in Crowdsourcing Contests
    12 years 1 months ago
    Quality Expectation-Variance Tradeoffs in Crowdsourcing Contests
    Download  www.eecs.harvard.edu
    We examine designs for crowdsourcing contests, where participants compete for rewards given to superior solutions of a task. We theoretically analyze tradeoffs between the expecta...
    Xi Alice Gao, Yoram Bachrach, Peter Key, Thore Gra...
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    AAAI
    2012
    221views Intelligent Agents» more  AAAI 2012»
    Threats and Trade-Offs in Resource Critical Crowdsourcing Tasks Over Networks
    12 years 1 months ago
    Threats and Trade-Offs in Resource Critical Crowdsourcing Tasks Over Networks
    Download  swaprava.byethost7.com
    In recent times, crowdsourcing over social networks has emerged as an active tool for complex task execution. In this paper, we address the problem faced by a planner to incentivi...
    Swaprava Nath, Pankaj Dayama, Dinesh Garg, Y. Nara...
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    AAAI
    2012
    250views Intelligent Agents» more  AAAI 2012»
    An Object-Based Bayesian Framework for Top-Down Visual Attention
    12 years 1 months ago
    An Object-Based Bayesian Framework for Top-Down Visual Attention
    Download  ilab.usc.edu
    We introduce a new task-independent framework to model top-down overt visual attention based on graphical models for probabilistic inference and reasoning. We describe a Dynamic B...
    Ali Borji, Dicky N. Sihite, Laurent Itti
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    AAAI
    2012
    196views Intelligent Agents» more  AAAI 2012»
    Iterative Resource Allocation for Memory Intensive Parallel Search Algorithms on Clouds, Grids, and Shared Clusters
    12 years 1 months ago
    Iterative Resource Allocation for Memory Intensive Parallel Search Algorithms on Clouds, Grids, and Shared Clusters
    Download  metahack.org
    Alex Fukunaga, Akihiro Kishimoto, Adi Botea
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