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    AAAI
    2015
    18views Intelligent Agents» more  AAAI 2015»
    Proximal Operators for Multi-Agent Path Planning
    8 years 8 months ago
    Proximal Operators for Multi-Agent Path Planning
    Download  www.jbento.info
    We address the problem of planning collision-free paths for multiple agents using optimization methods known as proximal algorithms. Recently this approach was explored in Bento e...
    José Bento, Nate Derbinsky, Charles Mathy, ...
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    AAAI
    2015
    33views Intelligent Agents» more  AAAI 2015»
    Initializing Bayesian Hyperparameter Optimization via Meta-Learning
    8 years 8 months ago
    Initializing Bayesian Hyperparameter Optimization via Meta-Learning
    Download  aad.informatik.uni-freiburg.de
    Model selection and hyperparameter optimization is crucial in applying machine learning to a novel dataset. Recently, a subcommunity of machine learning has focused on solving thi...
    Matthias Feurer, Jost Tobias Springenberg, Frank H...
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    AAAI
    2015
    11views Intelligent Agents» more  AAAI 2015»
    Representation Discovery for MDPs Using Bisimulation Metrics
    8 years 8 months ago
    Representation Discovery for MDPs Using Bisimulation Metrics
    Download  www.cs.mcgill.ca
    We provide a novel, flexible, iterative refinement algorithm to automatically construct an approximate statespace representation for Markov Decision Processes (MDPs). Our approa...
    Sherry Shanshan Ruan, Gheorghe Comanici, Prakash P...
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    AAAI
    2015
    8views Intelligent Agents» more  AAAI 2015»
    Sub-Merge: Diving Down to the Attribute-Value Level in Statistical Schema Matching
    8 years 8 months ago
    Sub-Merge: Diving Down to the Attribute-Value Level in Statistical Schema Matching
    Download  www.aaai.org
    Matching and merging data from conflicting sources is the bread and butter of data integration, which drives search verticals, e-commerce comparison sites and cyber intelligence....
    Zhe Lim, Benjamin I. P. Rubinstein
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    AAAI
    2015
    23views Intelligent Agents» more  AAAI 2015»
    Incorporating Assortativity and Degree Dependence into Scalable Network Models
    8 years 8 months ago
    Incorporating Assortativity and Degree Dependence into Scalable Network Models
    Download  www.cs.purdue.edu
    Due to the recent availability of large complex networks, considerable analysis has focused on understanding and characterizing the properties of these networks. Scalable generati...
    Stephen Mussmann, John Moore, Joseph John Pfeiffer...
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    AAAI
    2015
    24views Intelligent Agents» more  AAAI 2015»
    Multivariate Conditional Anomaly Detection and Its Clinical Application
    8 years 8 months ago
    Multivariate Conditional Anomaly Detection and Its Clinical Application
    Download  people.cs.pitt.edu
    This paper overviews the background, goals, past achievements and future directions of our research that aims to build a multivariate conditional anomaly detection framework for t...
    Charmgil Hong, Milos Hauskrecht
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    AAAI
    2015
    22views Intelligent Agents» more  AAAI 2015»
    Local Context Sparse Coding
    8 years 8 months ago
    Local Context Sparse Coding
    Download  www.cc.gatech.edu
    The n-gram model has been widely used to capture the local ordering of words, yet its exploding feature space often causes an estimation issue. This paper presents local context s...
    Seungyeon Kim, Joonseok Lee, Guy Lebanon, Haesun P...
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    AAAI
    2015
    11views Intelligent Agents» more  AAAI 2015»
    Providing Arguments in Discussions Based on the Prediction of Human Argumentative Behavior
    8 years 8 months ago
    Providing Arguments in Discussions Based on the Prediction of Human Argumentative Behavior
    Download  u.cs.biu.ac.il
    Argumentative discussion is a highly demanding task. In order to help people in such situations, this paper provides an innovative methodology for developing an agent that can sup...
    Ariel Rosenfeld, Sarit Kraus
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    AAAI
    2015
    15views Intelligent Agents» more  AAAI 2015»
    Massively Parallel A* Search on a GPU
    8 years 8 months ago
    Massively Parallel A* Search on a GPU
    Download  iiis.tsinghua.edu.cn
    Yichao Zhou, Jianyang Zeng
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    AAAI
    2015
    25views Intelligent Agents» more  AAAI 2015»
    Compress and Control
    8 years 8 months ago
    Compress and Control
    Download  jveness.info
    This paper describes a new information-theoretic policy evaluation technique for reinforcement learning. This technique converts any compression or density model into a correspond...
    Joel Veness, Marc G. Bellemare, Marcus Hutter, Alv...
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