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    AAAI
    2012
    249views Intelligent Agents» more  AAAI 2012»
    Generalized Sampling and Variance in Counterfactual Regret Minimization
    12 years 1 months ago
    Generalized Sampling and Variance in Counterfactual Regret Minimization
    Download  poker.cs.ualberta.ca
    In large extensive form games with imperfect information, Counterfactual Regret Minimization (CFR) is a popular, iterative algorithm for computing approximate Nash equilibria. Whi...
    Richard G. Gibson, Marc Lanctot, Neil Burch, Duane...
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    AAAI
    2012
    216views Intelligent Agents» more  AAAI 2012»
    Manifold Warping: Manifold Alignment over Time
    12 years 1 months ago
    Manifold Warping: Manifold Alignment over Time
    Download  www-all.cs.umass.edu
    Knowledge transfer is computationally challenging, due in part to the curse of dimensionality, compounded by source and target domains expressed using different features (e.g., do...
    Hoa Trong Vu, Clifton Carey, Sridhar Mahadevan
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    AAAI
    2012
    209views Intelligent Agents» more  AAAI 2012»
    A Dichotomy for 2-Constraint Forbidden CSP Patterns
    12 years 1 months ago
    A Dichotomy for 2-Constraint Forbidden CSP Patterns
    Download  ftp.irit.fr
    Novel tractable classes of the binary CSP (constraint satisfaction problem) have recently been discovered by studying classes of instances defined by excluding subproblems descri...
    Martin C. Cooper, Guillaume Escamocher
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    AAAI
    2012
    198views Intelligent Agents» more  AAAI 2012»
    A Search Algorithm for Latent Variable Models with Unbounded Domains
    12 years 1 months ago
    A Search Algorithm for Latent Variable Models with Unbounded Domains
    Download  www.cs.ubc.ca
    This paper concerns learning and prediction with probabilistic models where the domain sizes of latent variables have no a priori upper-bound. Current approaches represent prior d...
    Michael Chiang, David Poole
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    AAAI
    2012
    170views Intelligent Agents» more  AAAI 2012»
    Supervised Probabilistic Robust Embedding with Sparse Noise
    12 years 1 months ago
    Supervised Probabilistic Robust Embedding with Sparse Noise
    Download  www.cs.cmu.edu
    Many noise models do not faithfully reflect the noise processes introduced during data collection in many real-world applications. In particular, we argue that a type of noise re...
    Yu Zhang, Dit-Yan Yeung, Eric P. Xing
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    AAAI
    2012
    223views Intelligent Agents» more  AAAI 2012»
    Computing the Nucleolus of Matching, Cover and Clique Games
    12 years 1 months ago
    Computing the Nucleolus of Matching, Cover and Clique Games
    Download  www.ntu.edu.sg
    In cooperative games, a key question is to find a division of payoffs to coalition members in a fair manner. Nucleolus is one of such solution concepts that provides a stable sol...
    Ning Chen, Pinyan Lu, Hongyang Zhang
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    AAAI
    2012
    198views Intelligent Agents» more  AAAI 2012»
    Discriminative Clustering via Generative Feature Mapping
    12 years 1 months ago
    Discriminative Clustering via Generative Feature Mapping
    Download  www.cse.cuhk.edu.hk
    Existing clustering methods can be roughly classified into two categories: generative and discriminative approaches. Generative clustering aims to explain the data and thus is ad...
    Liwei Wang, Xiong Li, Zhuowen Tu, Jiaya Jia
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    AAAI
    2012
    186views Intelligent Agents» more  AAAI 2012»
    Real-Time Collaborative Planning with the Crowd
    12 years 1 months ago
    Real-Time Collaborative Planning with the Crowd
    Download  hci.cs.rochester.edu
    Planning is vital to a wide range of domains, including robotics, military strategy, logistics, itinerary generation and more, that both humans and computers find difficult. Col...
    Walter S. Lasecki, Jeffrey P. Bigham, James F. All...
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    AAAI
    2012
    197views Intelligent Agents» more  AAAI 2012»
    MOMDPs: A Solution for Modelling Adaptive Management Problems
    12 years 1 months ago
    MOMDPs: A Solution for Modelling Adaptive Management Problems
    Download  martinecologylab.files.wordpress.com
    In conservation biology and natural resource management, adaptive management is an iterative process of improving management by reducing uncertainty via monitoring. Adaptive manag...
    Iadine Chades, Josie Carwardine, Tara G. Martin, S...
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    AAAI
    2012
    229views Intelligent Agents» more  AAAI 2012»
    Computing Optimal Strategies to Commit to in Stochastic Games
    12 years 1 months ago
    Computing Optimal Strategies to Commit to in Stochastic Games
    Download  www.cs.duke.edu
    Significant progress has been made recently in the following two lines of research in the intersection of AI and game theory: (1) the computation of optimal strategies to commit ...
    Joshua Letchford, Liam MacDermed, Vincent Conitzer...
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