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    AAAI
    2015
    25views Intelligent Agents» more  AAAI 2015»
    Budgeted Prediction with Expert Advice
    8 years 10 months ago
    Budgeted Prediction with Expert Advice
    Download  web.eecs.umich.edu
    We consider a budgeted variant of the problem of learning from expert advice with N experts. Each queried expert incurs a cost and there is a given budget B on the total cost of e...
    Kareem Amin, Satyen Kale, Gerald Tesauro, Deepak S...
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    AAAI
    2015
    22views Intelligent Agents» more  AAAI 2015»
    Exploring Information Asymmetry in Two-Stage Security Games
    8 years 10 months ago
    Exploring Information Asymmetry in Two-Stage Security Games
    Download  www-bcf.usc.edu
    Stackelberg security games have been widely deployed to protect real-world assets. The main solution concept there is the Strong Stackelberg Equilibrium (SSE), which optimizes the...
    Haifeng Xu, Zinovi Rabinovich, Shaddin Dughmi, Mil...
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    AAAI
    2015
    26views Intelligent Agents» more  AAAI 2015»
    Exploiting Task-Feature Co-Clusters in Multi-Task Learning
    8 years 10 months ago
    Exploiting Task-Feature Co-Clusters in Multi-Task Learning
    Download  labs.yahoo.com
    In multi-task learning, multiple related tasks are considered simultaneously, with the goal to improve the generalization performance by utilizing the intrinsic sharing of informa...
    Linli Xu, Aiqing Huang, Jianhui Chen, Enhong Chen
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    AAAI
    2015
    17views Intelligent Agents» more  AAAI 2015»
    Learning to Reject Sequential Importance Steps for Continuous-Time Bayesian Networks
    8 years 10 months ago
    Learning to Reject Sequential Importance Steps for Continuous-Time Bayesian Networks
    Download  homes.soic.indiana.edu
    Applications of graphical models often require the use of approximate inference, such as sequential importance sampling (SIS), for estimation of the model distribution given parti...
    Jeremy C. Weiss, Sriraam Natarajan, C. David Page ...
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    AAAI
    2015
    24views Intelligent Agents» more  AAAI 2015»
    Dictionary Learning with Mutually Reinforcing Group-Graph Structures
    8 years 10 months ago
    Dictionary Learning with Mutually Reinforcing Group-Graph Structures
    Download  www.cs.unc.edu
    In this paper, we propose a novel dictionary learning method in the semi-supervised setting by dynamically coupling graph and group structures. To this end, samples are represente...
    Hongteng Xu, Licheng Yu, Dixin Luo, Hongyuan Zha, ...
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    AAAI
    2015
    13views Intelligent Agents» more  AAAI 2015»
    Learning to Manipulate Unknown Objects in Clutter by Reinforcement
    8 years 10 months ago
    Learning to Manipulate Unknown Objects in Clutter by Reinforcement
    Download  www.ri.cmu.edu
    We present a fully autonomous robotic system for grasping objects in dense clutter. The objects are unknown and have arbitrary shapes. Therefore, we cannot rely on prior models. I...
    Abdeslam Boularias, James Andrew Bagnell, Anthony ...
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    AAAI
    2015
    17views Intelligent Agents» more  AAAI 2015»
    Achieving Intelligence Using Prototypes, Composition, and Analogy
    8 years 10 months ago
    Achieving Intelligence Using Prototypes, Composition, and Analogy
    Download  www.ai.sri.com
    In this paper, I summarize the results of a decade-plus of research and development driven by the vision that human knowledge can be grounded in a small number of prototypical com...
    Vinay K. Chaudhri
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    AAAI
    2015
    24views Intelligent Agents» more  AAAI 2015»
    Building Strong Semi-Autonomous Systems
    8 years 10 months ago
    Building Strong Semi-Autonomous Systems
    Download  anytime.cs.umass.edu
    The vision of populating the world with autonomous systems that reduce human labor and improve safety is gradually becoming a reality. Autonomous systems have changed the way spac...
    Shlomo Zilberstein
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    AAAI
    2015
    9views Intelligent Agents» more  AAAI 2015»
    Recursive Best-First Search with Bounded Overhead
    8 years 10 months ago
    Recursive Best-First Search with Bounded Overhead
    Download  www.cs.unh.edu
    Matthew Hatem, Scott Kiesel, Wheeler Ruml
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    AAAI
    2015
    19views Intelligent Agents» more  AAAI 2015»
    Relational Stacked Denoising Autoencoder for Tag Recommendation
    8 years 10 months ago
    Relational Stacked Denoising Autoencoder for Tag Recommendation
    Download  www.wanghao.in
    Tag recommendation has become one of the most important ways of organizing and indexing online resources like articles, movies, and music. Since tagging information is usually ver...
    Hao Wang, Xingjian Shi, Dit-Yan Yeung
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