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    AAAI
    2015
    21views Intelligent Agents» more  AAAI 2015»
    Tensor-Variate Restricted Boltzmann Machines
    8 years 8 days ago
    Tensor-Variate Restricted Boltzmann Machines
    Download  prada-research.net
    Restricted Boltzmann Machines (RBMs) are an important class of latent variable models for representing vector data. An under-explored area is multimode data, where each data point...
    Tu Dinh Nguyen, Truyen Tran, Dinh Q. Phung, Svetha...
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    AAAI
    2015
    26views Intelligent Agents» more  AAAI 2015»
    A Novel Neural Topic Model and Its Supervised Extension
    8 years 8 days ago
    A Novel Neural Topic Model and Its Supervised Extension
    Download  www4.comp.polyu.edu.hk
    Topic modeling techniques have the benefits of modeling words and documents uniformly under a probabilistic framework. However, they also suffer from the limitations of sensitivi...
    Ziqiang Cao, Sujian Li, Yang Liu, Wenjie Li, Heng ...
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    AAAI
    2015
    13views Intelligent Agents» more  AAAI 2015»
    A Probabilistic Model for Bursty Topic Discovery in Microblogs
    8 years 8 days ago
    A Probabilistic Model for Bursty Topic Discovery in Microblogs
    Download  shortext.org
    Bursty topics discovery in microblogs is important for people to grasp essential and valuable information. However, the task is challenging since microblog posts are particularly ...
    Xiaohui Yan, Jiafeng Guo, Yanyan Lan, Jun Xu, Xueq...
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    AAAI
    2015
    16views Intelligent Agents» more  AAAI 2015»
    Complexity Results for Compressing Optimal Paths
    8 years 8 days ago
    Complexity Results for Compressing Optimal Paths
    Download  harabor.net
    In this work we give a first tractability analysis of Compressed Path Databases, space efficient oracles used to very quickly identify the first arc on a shortest path. We stud...
    Adi Botea, Ben Strasser, Daniel Harabor
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    AAAI
    2015
    43views Intelligent Agents» more  AAAI 2015»
    Optimizing the CVaR via Sampling
    8 years 24 days ago
    Optimizing the CVaR via Sampling
    Download  tx.technion.ac.il
    Conditional Value at Risk (CVaR) is a prominent risk measure that is being used extensively in various domains. We develop a new formula for the gradient of the CVaR in the form o...
    Aviv Tamar, Yonatan Glassner, Shie Mannor
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    AAAI
    2015
    40views Intelligent Agents» more  AAAI 2015»
    Loss-Calibrated Monte Carlo Action Selection
    8 years 24 days ago
    Loss-Calibrated Monte Carlo Action Selection
    Download  users.cecs.anu.edu.au
    Bayesian decision-theory underpins robust decisionmaking in applications ranging from plant control to robotics where hedging action selection against state uncertainty is critica...
    Ehsan Abbasnejad, Justin Domke, Scott Sanner
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    AAAI
    2015
    20views Intelligent Agents» more  AAAI 2015»
    Steering Evolution Strategically: Computational Game Theory and Opponent Exploitation for Treatment Planning, Drug Design, and S
    8 years 24 days ago
    Steering Evolution Strategically: Computational Game Theory and Opponent Exploitation for Treatment Planning, Drug Design, and S
    Download  www.cs.cmu.edu
    Living organisms adapt to challenges through evolution and adaptation. This has proven to be a key difficulty in developing therapies, since the organisms develop resistance. I p...
    Tuomas Sandholm
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    AAAI
    2015
    29views Intelligent Agents» more  AAAI 2015»
    Real-Time Symbolic Dynamic Programming
    8 years 24 days ago
    Real-Time Symbolic Dynamic Programming
    Download  users.cecs.anu.edu.au
    Recent advances in Symbolic Dynamic Programming (SDP) combined with the extended algebraic decision diagram (XADD) have provided exact solutions for expressive subclasses of fini...
    Luis Gustavo Rocha Vianna, Leliane N. de Barros, S...
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    AAAI
    2015
    30views Intelligent Agents» more  AAAI 2015»
    Robust Subspace Clustering via Thresholding Ridge Regression
    8 years 24 days ago
    Robust Subspace Clustering via Thresholding Ridge Regression
    Download  www.machineilab.org
    Given a data set from a union of multiple linear subspaces, a robust subspace clustering algorithm fits each group of data points with a low-dimensional subspace and then cluster...
    Xi Peng 0001, Zhang Yi 0001, Huajin Tang
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    AAAI
    2015
    29views Intelligent Agents» more  AAAI 2015»
    HACKAR: Helpful Advice for Code Knowledge and Attack Resilience
    8 years 24 days ago
    HACKAR: Helpful Advice for Code Knowledge and Attack Resilience
    Download  www.sift.net
    This paper describes a novel combination of Java program analysis and automated learning and planning architecture to the domain of Java vulnerability analysis. The key feature of...
    Ugur Kuter, Mark H. Burstein, J. Benton, Daniel Br...
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