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    AAAI
    2015
    18views Intelligent Agents» more  AAAI 2015»
    Hierarchical Monte-Carlo Planning
    8 years 8 months ago
    Hierarchical Monte-Carlo Planning
    Download  ipvs.informatik.uni-stuttgart.de
    Monte-Carlo Tree Search, especially UCT and its POMDP version POMCP, have demonstrated excellent performance on many problems. However, to efficiently scale to large domains one ...
    Ngo Anh Vien, Marc Toussaint
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    AAAI
    2015
    30views Intelligent Agents» more  AAAI 2015»
    Inertial Hidden Markov Models: Modeling Change in Multivariate Time Series
    8 years 8 months ago
    Inertial Hidden Markov Models: Modeling Change in Multivariate Time Series
    Download  labs.yahoo.com
    Faced with the problem of characterizing systematic changes in multivariate time series in an unsupervised manner, we derive and test two methods of regularizing hidden Markov mod...
    George D. Montanez, Saeed Amizadeh, Nikolay Laptev
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    AAAI
    2015
    21views Intelligent Agents» more  AAAI 2015»
    On Unconstrained Quasi-Submodular Function Optimization
    8 years 8 months ago
    On Unconstrained Quasi-Submodular Function Optimization
    Download  bcmi.sjtu.edu.cn
    With the extensive application of submodularity, its generalizations are constantly being proposed. However, most of them are tailored for special problems. In this paper, we focu...
    Jincheng Mei, Kang Zhao, Bao-Liang Lu
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    AAAI
    2015
    48views Intelligent Agents» more  AAAI 2015»
    Exploiting Submodular Value Functions for Faster Dynamic Sensor Selection
    8 years 8 months ago
    Exploiting Submodular Value Functions for Faster Dynamic Sensor Selection
    Download  staff.fnwi.uva.nl
    A key challenge in the design of multi-sensor systems is the efficient allocation of scarce resources such as bandwidth, CPU cycles, and energy, leading to the dynamic sensor sel...
    Yash Satsangi, Shimon Whiteson, Frans A. Oliehoek
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    AAAI
    2015
    31views Intelligent Agents» more  AAAI 2015»
    Automatic Assessment of OCR Quality in Historical Documents
    8 years 8 months ago
    Automatic Assessment of OCR Quality in Historical Documents
    Download  psi.cse.tamu.edu
    Mass digitization of historical documents is a challenging problem for optical character recognition (OCR) tools. Issues include noisy backgrounds and faded text due to aging, bor...
    Anshul Gupta, Ricardo Gutierrez-Osuna, Matthew Chr...
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    AAAI
    2015
    15views Intelligent Agents» more  AAAI 2015»
    Value-Directed Compression of Large-Scale Assignment Problems
    8 years 8 months ago
    Value-Directed Compression of Large-Scale Assignment Problems
    Download  www.cs.toronto.edu
    Data-driven analytics—in areas ranging from consumer marketing to public policy—often allow behavior prediction at the level of individuals rather than population segments, of...
    Tyler Lu, Craig Boutilier
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    AAAI
    2015
    19views Intelligent Agents» more  AAAI 2015»
    The Extendable-Triple Property: A New CSP Tractable Class beyond BTP
    8 years 8 months ago
    The Extendable-Triple Property: A New CSP Tractable Class beyond BTP
    Download  cse.unl.edu
    Tractable classes constitute an important issue in Artificial Intelligence to define new islands of tractability for reasoning or problem solving. In the area of constraint netw...
    Philippe Jégou, Cyril Terrioux
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    AAAI
    2015
    22views Intelligent Agents» more  AAAI 2015»
    Resilient Upgrade of Electrical Distribution Grids
    8 years 8 months ago
    Resilient Upgrade of Electrical Distribution Grids
    Download  public.lanl.gov
    Modern society is critically dependent on the services provided by engineered infrastructure networks. When natural disasters (e.g. Hurricane Sandy) occur, the ability of these ne...
    Emre Yamangil, Russell Bent, Scott Backhaus
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    AAAI
    2015
    18views Intelligent Agents» more  AAAI 2015»
    Projection in the Epistemic Situation Calculus with Belief Conditionals
    8 years 8 months ago
    Projection in the Epistemic Situation Calculus with Belief Conditionals
    Download  kbsg.rwth-aachen.de
    A fundamental task in reasoning about action and change is projection, which refers to determining what holds after a number of actions have occurred. A powerful method for solvin...
    Christoph Schwering, Gerhard Lakemeyer
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    AAAI
    2015
    31views Intelligent Agents» more  AAAI 2015»
    High-Performance Distributed ML at Scale through Parameter Server Consistency Models
    8 years 8 months ago
    High-Performance Distributed ML at Scale through Parameter Server Consistency Models
    Download  www.cs.cmu.edu
    As Machine Learning (ML) applications embrace greater data size and model complexity, practitioners turn to distributed clusters to satisfy the increased computational and memory ...
    Wei Dai, Abhimanu Kumar, Jinliang Wei, Qirong Ho, ...
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