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    UAI
    2008
    251views Artificial Intelligence» more  UAI 2008»
    On Identifying Total Effects in the Presence of Latent Variables and Selection bias
    13 years 6 months ago
    On Identifying Total Effects in the Presence of Latent Variables and Selection bias
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    Assume that cause-effect relationships between variables can be described as a directed acyclic graph and the corresponding linear structural equation model We consider the identi...
    Manabu Kuroki, Zhihong Cai
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    UAI
    2008
    221views Artificial Intelligence» more  UAI 2008»
    Complexity of Inference in Graphical Models
    13 years 6 months ago
    Complexity of Inference in Graphical Models
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    It is well-known that inference in graphical models is hard in the worst case, but tractable for models with bounded treewidth. We ask whether treewidth is the only structural cri...
    Venkat Chandrasekaran, Nathan Srebro, Prahladh Har...
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    UAI
    2008
    257views Artificial Intelligence» more  UAI 2008»
    Model-Based Bayesian Reinforcement Learning in Large Structured Domains
    13 years 6 months ago
    Model-Based Bayesian Reinforcement Learning in Large Structured Domains
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    Model-based Bayesian reinforcement learning has generated significant interest in the AI community as it provides an elegant solution to the optimal exploration-exploitation trade...
    Stéphane Ross, Joelle Pineau
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    UAI
    2008
    194views Artificial Intelligence» more  UAI 2008»
    Hierarchical POMDP Controller Optimization by Likelihood Maximization
    13 years 6 months ago
    Hierarchical POMDP Controller Optimization by Likelihood Maximization
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    Planning can often be simplified by decomposing the task into smaller tasks arranged hierarchically. Charlin et al. [4] recently showed that the hierarchy discovery problem can be...
    Marc Toussaint, Laurent Charlin, Pascal Poupart
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    UAI
    2008
    224views Artificial Intelligence» more  UAI 2008»
    CT-NOR: Representing and Reasoning About Events in Continuous Time
    13 years 6 months ago
    CT-NOR: Representing and Reasoning About Events in Continuous Time
    Download  uai2008.cs.helsinki.fi
    We present a generative model for representing and reasoning about the relationships among events in continuous time. We apply the model to the domain of networked and distributed...
    Aleksandr Simma, Moisés Goldszmidt, John Ma...
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    UAI
    2008
    183views Artificial Intelligence» more  UAI 2008»
    A Polynomial-time Nash Equilibrium Algorithm for Repeated Stochastic Games
    13 years 6 months ago
    A Polynomial-time Nash Equilibrium Algorithm for Repeated Stochastic Games
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    Enrique Munoz de Cote, Michael L. Littman
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    UAI
    2008
    230views Artificial Intelligence» more  UAI 2008»
    Partitioned Linear Programming Approximations for MDPs
    13 years 6 months ago
    Partitioned Linear Programming Approximations for MDPs
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    Approximate linear programming (ALP) is an efficient approach to solving large factored Markov decision processes (MDPs). The main idea of the method is to approximate the optimal...
    Branislav Kveton, Milos Hauskrecht
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    UAI
    2008
    241views Artificial Intelligence» more  UAI 2008»
    Toward Experiential Utility Elicitation for Interface Customization
    13 years 6 months ago
    Toward Experiential Utility Elicitation for Interface Customization
    Download  uai2008.cs.helsinki.fi
    User preferences for automated assistance often vary widely, depending on the situation, and quality or presentation of help. Developing effective models to learn individual prefe...
    Bowen Hui, Craig Boutilier
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    UAI
    2008
    221views Artificial Intelligence» more  UAI 2008»
    Learning the Bayesian Network Structure: Dirichlet Prior vs Data
    13 years 6 months ago
    Learning the Bayesian Network Structure: Dirichlet Prior vs Data
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    Harald Steck
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    UAI
    2008
    177views Artificial Intelligence» more  UAI 2008»
    Identifying Optimal Sequential Decisions
    13 years 6 months ago
    Identifying Optimal Sequential Decisions
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    A. Philip Dawid, Vanessa Didelez
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