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    AAAI
    2015
    14views Intelligent Agents» more  AAAI 2015»
    Scalable and Interpretable Data Representation for High-Dimensional, Complex Data
    8 years 8 months ago
    Scalable and Interpretable Data Representation for High-Dimensional, Complex Data
    Download  people.csail.mit.edu
    The majority of machine learning research has been focused on building models and inference techniques with sound mathematical properties and cutting edge performance. Little atte...
    Been Kim, Kayur Patel, Afshin Rostamizadeh, Julie ...
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    AAAI
    2015
    14views Intelligent Agents» more  AAAI 2015»
    Exploiting the Structure of Distributed Constraint Optimization Problems
    8 years 8 months ago
    Exploiting the Structure of Distributed Constraint Optimization Problems
    Download  www.aamas2015.com
    In the proposed thesis, we study Distributed Constraint Optimization Problems (DCOPs), which are problems where several agents coordinate with each other to optimize a global cost...
    Ferdinando Fioretto
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    AAAI
    2015
    10views Intelligent Agents» more  AAAI 2015»
    Unsupervised Feature Learning through Divergent Discriminative Feature Accumulation
    8 years 8 months ago
    Unsupervised Feature Learning through Divergent Discriminative Feature Accumulation
    Download  eplex.cs.ucf.edu
    Unlike unsupervised approaches such as autoencoders that learn to reconstruct their inputs, this paper introduces an alternative approach to unsupervised feature learning called d...
    Paul A. Szerlip, Gregory Morse, Justin K. Pugh, Ke...
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    AAAI
    2015
    17views Intelligent Agents» more  AAAI 2015»
    Heuristics and Symmetries in Classical Planning
    8 years 8 months ago
    Heuristics and Symmetries in Classical Planning
    Download  fai.cs.uni-saarland.de
    Heuristic search is a state-of-the-art approach to classical planning. Several heuristic families were developed over the years to automatically estimate goal distance information...
    Alexander Shleyfman, Michael Katz 0001, Malte Helm...
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    AAAI
    2015
    16views Intelligent Agents» more  AAAI 2015»
    On the Impossibility of Convex Inference in Human Computation
    8 years 8 months ago
    On the Impossibility of Convex Inference in Human Computation
    Download  www.eecs.berkeley.edu
    Human computation or crowdsourcing involves joint inference of the ground-truth-answers and the workerabilities by optimizing an objective function, for instance, by maximizing th...
    Nihar B. Shah, Dengyong Zhou
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    AAAI
    2015
    14views Intelligent Agents» more  AAAI 2015»
    Structured Sparsity with Group-Graph Regularization
    8 years 8 months ago
    Structured Sparsity with Group-Graph Regularization
    Download  cs.nju.edu.cn
    In many learning tasks with structural properties, structural sparsity methods help induce sparse models, usually leading to better interpretability and higher generalization perf...
    Xin-Yu Dai, Jianbing Zhang, Shujian Huang, Jiajun ...
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    AAAI
    2015
    12views Intelligent Agents» more  AAAI 2015»
    SMT-Based Nonlinear PDDL+ Planning
    8 years 8 months ago
    SMT-Based Nonlinear PDDL+ Planning
    Download  www.musliner.com
    PDDL+ planning involves reasoning about mixed discretecontinuous change over time. Nearly all PDDL+ planners assume that continuous change is linear. We present a new technique th...
    Daniel Bryce, Sicun Gao, David J. Musliner, Robert...
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    AAAI
    2015
    29views Intelligent Agents» more  AAAI 2015»
    SCRAM: Scalable Collision-avoiding Role Assignment with Minimal-Makespan for Formational Positioning
    8 years 8 months ago
    SCRAM: Scalable Collision-avoiding Role Assignment with Minimal-Makespan for Formational Positioning
    Download  www.cs.utexas.edu
    Teams of mobile robots often need to divide up subtasks efficiently. In spatial domains, a key criterion for doing so may depend on distances between robots and the subtasks’ l...
    Patrick MacAlpine, Eric Price, Peter Stone
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    AAAI
    2015
    15views Intelligent Agents» more  AAAI 2015»
    Improving Exploration in UCT Using Local Manifolds
    8 years 8 months ago
    Improving Exploration in UCT Using Local Manifolds
    Download  www.fandm.edu
    Monte Carlo planning has been proven successful in many sequential decision-making settings, but it suffers from poor exploration when the rewards are sparse. In this paper, we im...
    Sriram Srinivasan, Erik Talvitie, Michael H. Bowli...
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    AAAI
    2015
    18views Intelligent Agents» more  AAAI 2015»
    A Neural Probabilistic Model for Context Based Citation Recommendation
    8 years 8 months ago
    A Neural Probabilistic Model for Context Based Citation Recommendation
    Download  www.personal.psu.edu
    Automatic citation recommendation can be very useful for authoring a paper and is an AI-complete problem due to the challenge of bridging the semantic gap between citation context...
    Wenyi Huang, Zhaohui Wu, Liang Chen, Prasenjit Mit...
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