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    AAAI
    2015
    15views Intelligent Agents» more  AAAI 2015»
    Shift-Pessimistic Active Learning Using Robust Bias-Aware Prediction
    8 years 8 months ago
    Shift-Pessimistic Active Learning Using Robust Bias-Aware Prediction
    Download  www.cs.uic.edu
    Existing approaches to active learning are generally optimistic about their certainty with respect to data shift between labeled and unlabeled data. They assume that unknown datap...
    Anqi Liu, Lev Reyzin, Brian D. Ziebart
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    AAAI
    2015
    25views Intelligent Agents» more  AAAI 2015»
    Learning Partial Lexicographic Preference Trees over Combinatorial Domains
    8 years 8 months ago
    Learning Partial Lexicographic Preference Trees over Combinatorial Domains
    Download  cs.uky.edu
    We introduce partial lexicographic preference trees (PLPtrees) as a formalism for compact representations of preferences over combinatorial domains. Our main results concern the p...
    Xudong Liu, Miroslaw Truszczynski
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    AAAI
    2015
    26views Intelligent Agents» more  AAAI 2015»
    Robustness in Probabilistic Temporal Planning
    8 years 8 months ago
    Robustness in Probabilistic Temporal Planning
    Download  www.cs.hmc.edu
    Flexibility in agent scheduling increases the resilience of temporal plans in the face of new constraints. However, current metrics of flexibility ignore domain knowledge about h...
    Jeb Brooks, Emilia Reed, Alexander Gruver, James C...
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    AAAI
    2015
    24views Intelligent Agents» more  AAAI 2015»
    Learning Plausible Inferences from Semantic Web Knowledge by Combining Analogical Generalization with Structured Logistic Regres
    8 years 8 months ago
    Learning Plausible Inferences from Semantic Web Knowledge by Combining Analogical Generalization with Structured Logistic Regres
    Download  www.qrg.northwestern.edu
    Fast and efficient learning over large bodies of commonsense knowledge is a key requirement for cognitive systems. Semantic web knowledge bases provide an important new resource o...
    Chen Liang, Kenneth D. Forbus
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    AAAI
    2015
    22views Intelligent Agents» more  AAAI 2015»
    Time-Sensitive Opinion Mining for Prediction
    8 years 8 months ago
    Time-Sensitive Opinion Mining for Prediction
    Download  i.cs.hku.hk
    Users commonly use Web 2.0 platforms to post their opinions and their predictions about future events (e.g., the movement of a stock). Therefore, opinion mining can be used as a t...
    Wenting Tu, David Wai-Lok Cheung, Nikos Mamoulis
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    AAAI
    2015
    16views Intelligent Agents» more  AAAI 2015»
    A Reduction of the Elastic Net to Support Vector Machines with an Application to GPU Computing
    8 years 8 months ago
    A Reduction of the Elastic Net to Support Vector Machines with an Application to GPU Computing
    Download  www.cs.cornell.edu
    Algorithmic reductions are one of the corner stones of theoretical computer science. Surprisingly, to-date, they have only played a limited role in machine learning. In this paper...
    Quan Zhou, Wenlin Chen, Shiji Song, Jacob R. Gardn...
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    AAAI
    2015
    8views Intelligent Agents» more  AAAI 2015»
    Multi-Objective MDPs with Conditional Lexicographic Reward Preferences
    8 years 8 months ago
    Multi-Objective MDPs with Conditional Lexicographic Reward Preferences
    Download  rbr.cs.umass.edu
    Sequential decision problems that involve multiple objectives are prevalent. Consider for example a driver of a semiautonomous car who may want to optimize competing objectives su...
    Kyle Hollins Wray, Shlomo Zilberstein, Abdel-Illah...
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    AAAI
    2015
    18views Intelligent Agents» more  AAAI 2015»
    An Association Network for Computing Semantic Relatedness
    8 years 8 months ago
    An Association Network for Computing Semantic Relatedness
    Download  www.cs.sjtu.edu.cn
    To judge how much a pair of words (or texts) are semantically related is a cognitive process. However, previous algorithms for computing semantic relatedness are largely based on ...
    Keyang Zhang, Kenny Q. Zhu, Seung-won Hwang
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    AAAI
    2015
    11views Intelligent Agents» more  AAAI 2015»
    A Sequence Labeling Approach to Deriving Word Variants
    8 years 8 months ago
    A Sequence Labeling Approach to Deriving Word Variants
    Download  www.hlt.utdallas.edu
    This paper describes a learning-based approach for automatic derivation of word variant forms by the suffixation process. We employ the sequence labeling technique, which entails...
    Jennifer D'Souza
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    AAAI
    2015
    25views Intelligent Agents» more  AAAI 2015»
    Algorithm Selection via Ranking
    8 years 8 months ago
    Algorithm Selection via Ranking
    Download  www.mysmu.edu
    The abundance of algorithms developed to solve different problems has given rise to an important research question: How do we choose the best algorithm for a given problem? Known ...
    Richard Jayadi Oentaryo, Stephanus Daniel Handoko,...
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