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Carlos Guestrin

Papers on DiSC'06


Using Probabilistic Models for Data Management in Acquisitional Environments

Resource-Aware Wireless Sensor-Actuator Networks

Exploiting Correlated Attributes in Acquisitional Query Processing

Publications


Note: Links lead to the DBLP on the Web.

Carlos Guestrin

Amol Deshpande , Carlos Guestrin, Samuel Madden : Using Probabilistic Models for Data Management in Acquisitional Environments. CIDR 2005 : 317-328

Amol Deshpande , Carlos Guestrin, Wei Hong , Samuel Madden : Exploiting Correlated Attributes in Acquisitional Query Processing. ICDE 2005 : 143-154

Carlos Guestrin, Andreas Krause , Ajit Paul Singh : Near-optimal sensor placements in Gaussian processes. ICML 2005 : 265-272

Benjamin Taskar , Vassil Chatalbashev , Daphne Koller , Carlos Guestrin: Learning structured prediction models: a large margin approach. ICML 2005 : 896-903

Andreas Krause , Carlos Guestrin: Optimal Nonmyopic Value of Information in Graphical Models - Efficient Algorithms and Theoretical Limits. IJCAI 2005 : 1339-1345

Bhaskara Marthi , Stuart J. Russell , David Latham , Carlos Guestrin: Concurrent Hierarchical Reinforcement Learning. IJCAI 2005 : 779-785

Mark A. Paskin , Carlos Guestrin, Jim McFadden : A robust architecture for distributed inference in sensor networks. IPSN 2005 : 55-62

Vipul Singhvi , Andreas Krause , Carlos Guestrin, James H. Garrett Jr. , H. Scott Matthews : Intelligent light control using sensor networks. SenSys 2005 : 218-229

Burak Aksak , Preethi Srinivas Bhat , Jason Campbell , Michael DeRosa , Stanislav Funiak , Phillip B. Gibbons , Seth Copen Goldstein , Carlos Guestrin, Ashish Gupta , Casey Helfrich , James F. Hoburg , Brian Kirby , James Kuffner , Peter Lee , Todd C. Mowry , Padmanabhan Pillai , Ram Ravichandran , Benjamin D. Rister , Srinivasan Seshan , Metin Sitti , Haifeng Yu : Claytronics: highly scalable communications, sensing, and actuation networks. SenSys 2005 : 299

Amol Deshpande , Carlos Guestrin, Samuel Madden : Resource-Aware Wireless Sensor-Actuator Networks. IEEE Data Eng. Bull. 28 (1): 40-47 (2005)

Carlos Guestrin, Peter Bodík , Romain Thibaux , Mark A. Paskin , Samuel Madden : Distributed regression: an efficient framework for modeling sensor network data. IPSN 2004 : 1-10

Amol Deshpande , Carlos Guestrin, Samuel Madden , Joseph M. Hellerstein , Wei Hong : Model-Driven Data Acquisition in Sensor Networks. VLDB 2004 : 588-599

Carlos Guestrin, Daphne Koller , Chris Gearhart , Neal Kanodia : Generalizing Plans to New Environments in Relational MDPs. IJCAI 2003 : 1003-1010

Benjamin Taskar , Carlos Guestrin, Daphne Koller : Max-Margin Markov Networks. NIPS 2003

Carlos Guestrin, Daphne Koller , Ronald Parr , Shobha Venkataraman : Efficient Solution Algorithms for Factored MDPs. J. Artif. Intell. Res. (JAIR) 19 : 399-468 (2003)

Mehmet Serkan Apaydin , Douglas L. Brutlag , Carlos Guestrin, David Hsu , Jean-Claude Latombe , Chris Varma : Stochastic Roadmap Simulation: An Efficient Representation and Algorithm for Analyzing Molecular Motion. Journal of Computational Biology 10 (3/4): 257-281 (2003)

Carlos Guestrin, Shobha Venkataraman , Daphne Koller : Context-Specific Multiagent Coordination and Planning with Factored MDPs. AAAI/IAAI 2002 : 253-259

Relu Patrascu , Pascal Poupart , Dale Schuurmans , Craig Boutilier , Carlos Guestrin: Greedy Linear Value-Approximation for Factored Markov Decision Processes. AAAI/IAAI 2002 : 285-291

Mehmet Serkan Apaydin , Carlos Guestrin, Chris Varma , Douglas L. Brutlag , Jean-Claude Latombe : Stochastic roadmap simulation for the study of ligand-protein interactions. ECCB 2002 : 18-26

Douglas L. Brutlag , Mehmet Serkan Apaydin , Carlos Guestrin, David Hsu , Chris Varma , Amit Pal Singh , Jean-Claude Latombe : Using robotics to fold proteins and dock ligands. ECCB 2002 : 74-74

Carlos Guestrin, Michail G. Lagoudakis , Ronald Parr : Coordinated Reinforcement Learning. ICML 2002 : 227-234

Carlos Guestrin, Relu Patrascu , Dale Schuurmans : Algorithm-Directed Exploration for Model-Based Reinforcement Learning in Factored MDPs. ICML 2002 : 235-242

Mehmet Serkan Apaydin , Douglas L. Brutlag , Carlos Guestrin, David Hsu , Jean-Claude Latombe : Stochastic roadmap simulation: an efficient representation and algorithm for analyzing molecular motion. RECOMB 2002 : 12-21

Carlos Guestrin, Geoffrey J. Gordon : Distributed Planning in Hierarchical Factored MDPs. UAI 2002 : 197-206

Carlos Guestrin, Daphne Koller , Ronald Parr : Max-norm Projections for Factored MDPs. IJCAI 2001 : 673-682

Carlos Guestrin, Daphne Koller , Ronald Parr : Multiagent Planning with Factored MDPs. NIPS 2001 : 1523-1530

Carlos Guestrin, Dirk Ormoneit : Robust Combination of Local Controllers. UAI 2001 : 178-185

Fabio Gagliardi Cozman , Eric Krotkov , Carlos Guestrin: Outdoor Visual Position Estimation for Planetary Rovers. Auton. Robots 9 (2): 135-150 (2000)

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