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    AAAI
    2015
    26views Intelligent Agents» more  AAAI 2015»
    Integrating Features and Similarities: Flexible Models for Heterogeneous Multiview Data
    8 years 8 months ago
    Integrating Features and Similarities: Flexible Models for Heterogeneous Multiview Data
    Download  people.ee.duke.edu
    We present a probabilistic framework for learning with heterogeneous multiview data where some views are given as ordinal, binary, or real-valued feature matrices, and some views ...
    Wenzhao Lian, Piyush Rai, Esther Salazar, Lawrence...
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    AAAI
    2015
    20views Intelligent Agents» more  AAAI 2015»
    asprin: Customizing Answer Set Preferences without a Headache
    8 years 8 months ago
    asprin: Customizing Answer Set Preferences without a Headache
    Download  www.cs.sfu.ca
    In this paper we describe asprin1 , a general, flexible, and extensible framework for handling preferences among the stable models of a logic program. We show how complex prefere...
    Gerhard Brewka, James P. Delgrande, Javier Romero ...
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    AAAI
    2015
    23views Intelligent Agents» more  AAAI 2015»
    Spectral Clustering Using Multilinear SVD: Analysis, Approximations and Applications
    8 years 8 months ago
    Spectral Clustering Using Multilinear SVD: Analysis, Approximations and Applications
    Download  clweb.csa.iisc.ernet.in
    Spectral clustering, a graph partitioning technique, has gained immense popularity in machine learning in the context of unsupervised learning. This is due to convincing empirical...
    Debarghya Ghoshdastidar, Ambedkar Dukkipati
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    AAAI
    2015
    29views Intelligent Agents» more  AAAI 2015»
    Policy Tree: Adaptive Representation for Policy Gradient
    8 years 8 months ago
    Policy Tree: Adaptive Representation for Policy Gradient
    Download  www.fandm.edu
    Much of the focus on finding good representations in reinforcement learning has been on learning complex non-linear predictors of value. Policy gradient algorithms, which directl...
    Ujjwal Das Gupta, Erik Talvitie, Michael Bowling
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    AAAI
    2015
    19views Intelligent Agents» more  AAAI 2015»
    Planning Over Multi-Agent Epistemic States: A Classical Planning Approach
    8 years 8 months ago
    Planning Over Multi-Agent Epistemic States: A Classical Planning Approach
    Download  people.eng.unimelb.edu.au
    Many AI applications involve the interaction of multiple autonomous agents, requiring those agents to reason about their own beliefs, as well as those of other agents. However, pl...
    Christian J. Muise, Vaishak Belle, Paolo Felli, Sh...
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    AAAI
    2015
    12views Intelligent Agents» more  AAAI 2015»
    Leveraging Ontologies to Improve Model Generalization Automatically with Online Data Sources
    8 years 8 months ago
    Leveraging Ontologies to Improve Model Generalization Automatically with Online Data Sources
    Download  robotics.cs.tamu.edu
    This paper describes an end-to-end learning framework that allows a novice to create a model from data easily by helping structure the model building process and capturing extende...
    Sasin Janpuangtong, Dylan A. Shell
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    AAAI
    2015
    28views Intelligent Agents» more  AAAI 2015»
    Blended Planning and Acting: Preliminary Approach, Research Challenges
    8 years 8 months ago
    Blended Planning and Acting: Preliminary Approach, Research Challenges
    Download  www.cs.umd.edu
    In a recent position paper in Artificial Intelligence, we argued that the automated planning research literature has underestimated the importance and difficulty of deliberative...
    Dana S. Nau, Malik Ghallab, Paolo Traverso
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    AAAI
    2015
    29views Intelligent Agents» more  AAAI 2015»
    Scaling-Up Inference in Markov Logic
    8 years 8 months ago
    Scaling-Up Inference in Markov Logic
    Download  utdallas.edu
    Markov Logic is a powerful representation that unifies first-order logic and probabilistic graphical models. However, scaling-up inference in Markov Logic Networks (MLNs) is extr...
    Deepak Venugopal
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    AAAI
    2015
    22views Intelligent Agents» more  AAAI 2015»
    Information Gathering and Reward Exploitation of Subgoals for POMDPs
    8 years 8 months ago
    Information Gathering and Reward Exploitation of Subgoals for POMDPs
    Download  www-scf.usc.edu
    Planning in large partially observable Markov decision processes (POMDPs) is challenging especially when a long planning horizon is required. A few recent algorithms successfully ...
    Hang Ma, Joelle Pineau
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    AAAI
    2015
    25views Intelligent Agents» more  AAAI 2015»
    Touchless Telerobotic Surgery - Is It Possible at All?
    8 years 8 months ago
    Touchless Telerobotic Surgery - Is It Possible at All?
    Download  web.ics.purdue.edu
    Tian Zhou, Maria Eugenia Cabrera, Juan Pablo Wachs
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