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    AAAI
    2015
    19views Intelligent Agents» more  AAAI 2015»
    Optimal Estimation of Multivariate ARMA Models
    8 years 8 months ago
    Optimal Estimation of Multivariate ARMA Models
    Download  webdocs.cs.ualberta.ca
    Autoregressive moving average (ARMA) models are a fundamental tool in time series analysis that offer intuitive modeling capability and efficient predictors. Unfortunately, the l...
    Martha White, Junfeng Wen, Michael Bowling, Dale S...
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    AAAI
    2015
    25views Intelligent Agents» more  AAAI 2015»
    From Classical to Consistent Query Answering under Existential Rules
    8 years 8 months ago
    From Classical to Consistent Query Answering under Existential Rules
    Download  ceur-ws.org
    Querying inconsistent ontologies is an intriguing new problem that gave rise to a flourishing research activity in the description logic (DL) community. The computational complexi...
    Thomas Lukasiewicz, Maria Vanina Martinez, Andreas...
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    AAAI
    2015
    30views Intelligent Agents» more  AAAI 2015»
    Improving Multi-Step Prediction of Learned Time Series Models
    8 years 8 months ago
    Improving Multi-Step Prediction of Learned Time Series Models
    Download  www.ri.cmu.edu
    Most typical statistical and machine learning approaches to time series modeling optimize a singlestep prediction error. In multiple-step simulation, the learned model is iterativ...
    Arun Venkatraman, Martial Hebert, J. Andrew Bagnel...
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    AAAI
    2015
    25views Intelligent Agents» more  AAAI 2015»
    A Goal-Based Model of Personality for Planning-Based Narrative Generation
    8 years 8 months ago
    A Goal-Based Model of Personality for Planning-Based Narrative Generation
    Download  liquidnarrative.csc.ncsu.edu
    We present an approach to incorporate interesting and compelling characters in planning-based narrative generation. The approach is based on a computational model that utilizes ch...
    Julio César Bahamón, Camille Barot, ...
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    AAAI
    2015
    13views Intelligent Agents» more  AAAI 2015»
    A Logic for Reasoning About Game Strategies
    8 years 8 months ago
    A Logic for Reasoning About Game Strategies
    Download  cgi.cse.unsw.edu.au
    Dongmo Zhang, Michael Thielscher
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    AAAI
    2015
    23views Intelligent Agents» more  AAAI 2015»
    Parallel Gaussian Process Regression for Big Data: Low-Rank Representation Meets Markov Approximation
    8 years 8 months ago
    Parallel Gaussian Process Regression for Big Data: Low-Rank Representation Meets Markov Approximation
    Download  www.mit.edu
    The expressive power of a Gaussian process (GP) model comes at a cost of poor scalability in the data size. To improve its scalability, this paper presents a low-rank-cum-Markov a...
    Kian Hsiang Low, Jiangbo Yu, Jie Chen, Patrick Jai...
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    AAAI
    2015
    21views Intelligent Agents» more  AAAI 2015»
    Doubly Robust Covariate Shift Correction
    8 years 8 months ago
    Doubly Robust Covariate Shift Correction
    Download  www.cs.cmu.edu
    Covariate shift correction allows one to perform inference even when the distribution of the covariates on the training set does not match those on the test set. This is achieved ...
    Sashank Jakkam Reddi, Barnabás Póczo...
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    AAAI
    2015
    20views Intelligent Agents» more  AAAI 2015»
    Solving Uncertain MDPs with Objectives that Are Separable over Instantiations of Model Uncertainty
    8 years 8 months ago
    Solving Uncertain MDPs with Objectives that Are Separable over Instantiations of Model Uncertainty
    Download  www.mit.edu
    Markov Decision Problems, MDPs offer an effective mechanism for planning under uncertainty. However, due to unavoidable uncertainty over models, it is difficult to obtain an exac...
    Yossiri Adulyasak, Pradeep Varakantham, Asrar Ahme...
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    AAAI
    2015
    11views Intelligent Agents» more  AAAI 2015»
    The Pricing War Continues: On Competitive Multi-Item Pricing
    8 years 8 months ago
    The Pricing War Continues: On Competitive Multi-Item Pricing
    Download  www.cs.toronto.edu
    We study a game with strategic vendors (the agents) who own multiple items and a single buyer with a submodular valuation function. The goal of the vendors is to maximize their re...
    Omer Lev, Joel Oren, Craig Boutilier, Jeffrey S. R...
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    AAAI
    2015
    11views Intelligent Agents» more  AAAI 2015»
    Obtaining Well Calibrated Probabilities Using Bayesian Binning
    8 years 8 months ago
    Obtaining Well Calibrated Probabilities Using Bayesian Binning
    Download  people.cs.pitt.edu
    Learning probabilistic predictive models that are well calibrated is critical for many prediction and decision-making tasks in artificial intelligence. In this paper we present a...
    Mahdi Pakdaman Naeini, Gregory F. Cooper, Milos Ha...
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