| 2011 |
|---|
| 90 | Submodularity and its applications in optimized information gathering. Andreas Krause, Carlos Guestrin. ACM TIST (2): 32 (2011). Web SearchBibTeXDownload |
| 89 | Solving Factored MDPs with Hybrid State and Action Variables. Carlos Guestrin, Milos Hauskrecht, Branislav Kveton. CoRR (abs/1110.0028) (2011). Web SearchBibTeXDownload |
| 88 | Efficient Solution Algorithms for Factored MDPs. Carlos Guestrin, Daphne Koller, Ronald Parr, S. Venkataraman. CoRR (abs/1106.1822) (2011). Web SearchBibTeXDownload |
| 87 | Parallel Coordinate Descent for L1-Regularized Loss Minimization. Joseph K. Bradley, Aapo Kyrola, Danny Bickson, Carlos Guestrin. CoRR (abs/1105.5379) (2011). Web SearchBibTeXDownload |
| 86 | Kernel Belief Propagation. Le Song, Arthur Gretton, Danny Bickson, Yucheng Low, Carlos Guestrin. CoRR (abs/1105.5592) (2011). Web SearchBibTeXDownload |
| 85 | GraphLab: A Distributed Framework for Machine Learning in the Cloud. Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin. CoRR (abs/1107.0922) (2011). Web SearchBibTeXDownload |
| 84 | Simultaneous Optimization of Sensor Placements and Balanced Schedules. Andreas Krause, Ram Rajagopal, Anupam Gupta, Carlos Guestrin. IEEE Trans. Automat. Contr. (56): 2390-2405 (2011). Web SearchBibTeXDownload |
| 83 | Connecting the Dots between News Articles. Dafna Shahaf, Carlos Guestrin. IJCAI 2011, 2734-2739. Web SearchBibTeXDownload |
| 82 | Parallel Gibbs Sampling: From Colored Fields to Thin Junction Trees. Joseph Gonzalez, Yucheng Low, Arthur Gretton, Carlos Guestrin. Journal of Machine Learning Research - Proceedings Track (15): 324-332 (2011). Web SearchBibTeXDownload |
| 81 | Beyond keyword search: discovering relevant scientific literature. Khalid El-Arini, Carlos Guestrin. KDD 2011, 439-447. Web SearchBibTeXDownload |
| 80 | Robust sensor placements at informative and communication-efficient locations. Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon M. Kleinberg. TOSN (7): 31 (2011). Web SearchBibTeXDownload |
| 79 | Efficient Probabilistic Inference with Partial Ranking Queries. Jonathan Huang, Ashish Kapoor, Carlos Guestrin. UAI 2011, 355-362. Web SearchBibTeXDownload |
| 2010 |
|---|
| 78 | AI Theory and Practice: A Discussion on Hard Challenges and Opportunities Ahead. Eric Horvitz, Lise Getoor, Carlos Guestrin, James A. Hendler, Joseph A. Konstan, Devika Subramanian, Michael P. Wellman, Henry A. Kautz. AI Magazine (31): 103-114 (2010). Web SearchBibTeXDownload |
| 77 | Multiresolution Cube Estimators for Sensor Network Aggregate Queries. Alexandra Meliou, Carlos Guestrin, Joseph M. Hellerstein. AMW 2010. Web SearchBibTeXDownload |
| 76 | GraphLab: A New Framework for Parallel Machine Learning. Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein. CoRR (abs/1006.4990) (2010). Web SearchBibTeXDownload |
| 75 | Uncovering the Riffled Independence Structure of Rankings. Jonathan Huang, Carlos Guestrin. CoRR (abs/1006.1328) (2010). Web SearchBibTeXDownload |
| 74 | Linear Characteristic Graphical Models: Representation, Inference and Applications. Danny Bickson, Carlos Guestrin. CoRR (abs/1008.5325) (2010). Web SearchBibTeXDownload |
| 73 | Learning Tree Conditional Random Fields. Joseph K. Bradley, Carlos Guestrin. ICML 2010, 127-134. Web SearchBibTeXDownload |
| 72 | Learning Hierarchical Riffle Independent Groupings from Rankings. Jonathan Huang, Carlos Guestrin. ICML 2010, 455-462. Web SearchBibTeXDownload |
| 71 | Nonparametric Tree Graphical Models. Le Song, Arthur Gretton, Carlos Guestrin. Journal of Machine Learning Research - Proceedings Track (9): 765-772 (2010). Web SearchBibTeXDownload |
| 70 | Focused Belief Propagation for Query-Specific Inference. Anton Chechetka, Carlos Guestrin. Journal of Machine Learning Research - Proceedings Track (9): 89-96 (2010). Web SearchBibTeXDownload |
| 69 | Connecting the dots between news articles. Dafna Shahaf, Carlos Guestrin. KDD 2010, 623-632. Web SearchBibTeXDownload |
| 68 | Inference with Multivariate Heavy-Tails in Linear Models. Danny Bickson, Carlos Guestrin. NIPS 2010, 208-216. Web SearchBibTeXDownload |
| 67 | Evidence-Specific Structures for Rich Tractable CRFs. Anton Chechetka, Carlos Guestrin. NIPS 2010, 352-360. Web SearchBibTeXDownload |
| 66 | GraphLab: A New Framework For Parallel Machine Learning. Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein. UAI 2010, 340-349. Web SearchBibTeXDownload |
| 2009 |
|---|
| 65 | Model-based Querying in Sensor Networks. Amol Deshpande, Carlos Guestrin, Samuel Madden. Encyclopedia of Database Systems 2009, 1764-1768. Web SearchBibTeXDownload |
| 64 | Optimizing Sensing: From Water to the Web. Andreas Krause, Carlos Guestrin. IEEE Computer (42): 38-45 (2009). Web SearchBibTeXDownload |
| 63 | Approximating sensor network queries using in-network summaries. Alexandra Meliou, Carlos Guestrin, Joseph M. Hellerstein. IPSN 2009, 229-240. Web SearchBibTeXDownload |
| 62 | Simultaneous placement and scheduling of sensors. Andreas Krause, Ram Rajagopal, Anupam Gupta, Carlos Guestrin. IPSN 2009, 181-192. Web SearchBibTeXDownload |
| 61 | Efficient Informative Sensing using Multiple Robots. Amarjeet Singh, Andreas Krause, Carlos Guestrin, William J. Kaiser. J. Artif. Intell. Res. (JAIR) (34): 707-755 (2009). Web SearchBibTeXDownload |
| 60 | Optimal Value of Information in Graphical Models. Andreas Krause, Carlos Guestrin. J. Artif. Intell. Res. (JAIR) (35): 557-591 (2009). Web SearchBibTeXDownload |
| 59 | Fourier Theoretic Probabilistic Inference over Permutations. Jonathan Huang, Carlos Guestrin, Leonidas J. Guibas. Journal of Machine Learning Research (10): 997-1070 (2009). Web SearchBibTeXDownload |
| 58 | Learning Thin Junction Trees via Graph Cuts. Dafna Shahaf, Carlos Guestrin. Journal of Machine Learning Research - Proceedings Track (5): 113-120 (2009). Web SearchBibTeXDownload |
| 57 | Residual Splash for Optimally Parallelizing Belief Propagation. Joseph Gonzalez, Yucheng Low, Carlos Guestrin. Journal of Machine Learning Research - Proceedings Track (5): 177-184 (2009). Web SearchBibTeXDownload |
| 56 | Exploiting Probabilistic Independence for Permutations. Jonathan Huang, Carlos Guestrin, Xiaoye Jiang, Leonidas J. Guibas. Journal of Machine Learning Research - Proceedings Track (5): 248-255 (2009). Web SearchBibTeXDownload |
| 55 | Turning down the noise in the blogosphere. Khalid El-Arini, Gaurav Veda, Dafna Shahaf, Carlos Guestrin. KDD 2009, 289-298. Web SearchBibTeXDownload |
| 54 | How optimized environmental sensing helps address information overload on the web. Carlos Guestrin. KDD Workshop on Knowledge Discovery from Sensor Data 2009, 11. Web SearchBibTeXDownload |
| 53 | Riffled Independence for Ranked Data. Jonathan Huang, Carlos Guestrin. NIPS 2009, 799-807. Web SearchBibTeXDownload |
| 52 | Distributed Parallel Inference on Large Factor Graphs. Joseph Gonzalez, Yucheng Low, Carlos Guestrin, David R. O'Hallaron. UAI 2009, 203-212. Web SearchBibTeXDownload |
| 2008 |
|---|
| 51 | Near-Optimal Sensor Placements in Gaussian Processes: Theory, Efficient Algorithms and Empirical Studies. Andreas Krause, Ajit Paul Singh, Carlos Guestrin. Journal of Machine Learning Research (9): 235-284 (2008). Web SearchBibTeXDownload |
| 2007 |
|---|
| 50 | Near-optimal Observation Selection using Submodular Functions. Andreas Krause, Carlos Guestrin. AAAI 2007, 1650-1654. Web SearchBibTeX |
| 49 | Nonmyopic Informative Path Planning in Spatio-Temporal Models. Alexandra Meliou, Andreas Krause, Carlos Guestrin, Joseph M. Hellerstein. AAAI 2007, 602-607. Cited by 17Web SearchBibTeX |
| 48 | Nonmyopic active learning of Gaussian processes: an exploration-exploitation approach. Andreas Krause, Carlos Guestrin. ICML 2007, 449-456. Web SearchBibTeXDownload |
| 47 | Efficient Planning of Informative Paths for Multiple Robots. Amarjeet Singh, Andreas Krause, Carlos Guestrin, William J. Kaiser, Maxim A. Batalin. IJCAI 2007, 2204-2211. Web SearchBibTeXDownload |
| 46 | Information Survival Threshold in Sensor and P2P Networks. Deepayan Chakrabarti, Jure Leskovec, Christos Faloutsos, Samuel Madden, Carlos Guestrin, Michalis Faloutsos. INFOCOM 2007, 1316-1324. Cited by 15Web SearchBibTeXDownload |
| 45 | Cost-effective outbreak detection in networks. Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne M. VanBriesen, Natalie S. Glance. KDD 2007, 420-429. Cited by 68Web SearchBibTeXDownload |
| 44 | Efficient Principled Learning of Thin Junction Trees. Anton Chechetka, Carlos Guestrin. NIPS 2007. Web SearchBibTeXDownload |
| 43 | Selecting Observations against Adversarial Objectives. Andreas Krause, H. Brendan McMahan, Carlos Guestrin, Anupam Gupta. NIPS 2007. Web SearchBibTeXDownload |
| 42 | Efficient Inference for Distributions on Permutations. Jonathan Huang, Carlos Guestrin, Leonidas J. Guibas. NIPS 2007. Web SearchBibTeXDownload |
| 41 | Robust, low-cost, non-intrusive sensing and recognition of seated postures. Bilge Mutlu, Andreas Krause, Jodi Forlizzi, Carlos Guestrin, Jessica K. Hodgins. UIST 2007, 149-158. Web SearchBibTeXDownload |
| 2006 |
|---|
| 40 | Data association for topic intensity tracking. Andreas Krause, Jure Leskovec, Carlos Guestrin. ICML 2006, 497-504. Web SearchBibTeXDownload |
| 39 | Near-optimal sensor placements: maximizing information while minimizing communication cost. Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon M. Kleinberg. IPSN 2006, 2-10. Web SearchBibTeXDownload |
| 38 | Data gathering tours in sensor networks. Alexandra Meliou, David Chu, Joseph M. Hellerstein, Carlos Guestrin, Wei Hong. IPSN 2006, 43-50. Cited by 33Web SearchBibTeXDownload |
| 37 | Distributed localization of networked cameras. Stanislav Funiak, Carlos Guestrin, Mark A. Paskin, Rahul Sukthankar. IPSN 2006, 34-42. Web SearchBibTeXDownload |
| 36 | Solving Factored MDPs with Hybrid State and Action Variables. Carlos Guestrin, Milos Hauskrecht, Branislav Kveton. J. Artif. Intell. Res. (JAIR) (27): 153-201 (2006). Web SearchBibTeXDownload |
| 35 | Distributed Inference in Dynamical Systems. Stanislav Funiak, Carlos Guestrin, Mark A. Paskin, Rahul Sukthankar. NIPS 2006, 433-440. Web SearchBibTeXDownload |
| 2005 |
|---|
| 34 | Using Probabilistic Models for Data Management in Acquisitional Environments. Amol Deshpande, Carlos Guestrin, Samuel Madden. CIDR 2005, 317-328. Cited by 68Web SearchBibTeXDownload |
| 33 | Exploiting Correlated Attributes in Acquisitional Query Processing. Amol Deshpande, Carlos Guestrin, Wei Hong, Samuel Madden. ICDE 2005, 143-154. Cited by 83Web SearchBibTeXDownload |
| 32 | Near-optimal sensor placements in Gaussian processes. Carlos Guestrin, Andreas Krause, Ajit Paul Singh. ICML 2005, 265-272. Web SearchBibTeXDownload |
| 31 | Learning structured prediction models: a large margin approach. Benjamin Taskar, Vassil Chatalbashev, Daphne Koller, Carlos Guestrin. ICML 2005, 896-903. Web SearchBibTeXDownload |
| 30 | Resource-Aware Wireless Sensor-Actuator Networks. Amol Deshpande, Carlos Guestrin, Samuel Madden. IEEE Data Eng. Bull. (28): 40-47 (2005). Cited by 25Web SearchBibTeX |
| 29 | Optimal Nonmyopic Value of Information in Graphical Models - Efficient Algorithms and Theoretical Limits. Andreas Krause, Carlos Guestrin. IJCAI 2005, 1339-1345. Web SearchBibTeXDownload |
| 28 | Concurrent Hierarchical Reinforcement Learning. Bhaskara Marthi, Stuart J. Russell, David Latham, Carlos Guestrin. IJCAI 2005, 779-785. Web SearchBibTeXDownload |
| 27 | Modeling Link Qualities in a Sensor Network. Jure Leskovec, Purnamrita Sarkar, Carlos Guestrin. Informatica (Slovenia) (29): 445-452 (2005). Web SearchBibTeXDownload |
| 26 | A robust architecture for distributed inference in sensor networks. Mark A. Paskin, Carlos Guestrin, Jim McFadden. IPSN 2005, 55-62. Web SearchBibTeXDownload |
| 25 | Intelligent light control using sensor networks. Vipul Singhvi, Andreas Krause, Carlos Guestrin, James H. Garrett Jr., H. Scott Matthews. SenSys 2005, 218-229. Web SearchBibTeXDownload |
| 24 | Claytronics: highly scalable communications, sensing, and actuation networks. 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 T. Kirby, James Kuffner, Peter Lee, Todd C. Mowry, Padmanabhan Pillai, Ram Ravichandran, Benjamin D. Rister, Srinivasan Seshan, Metin Sitti, Haifeng Yu. SenSys 2005, 299. Web SearchBibTeXDownload |
| 23 | Near-optimal Nonmyopic Value of Information in Graphical Models. Andreas Krause, Carlos Guestrin. UAI 2005, 324-331. Web SearchBibTeXDownload |
| 22 | Model-based approximate querying in sensor networks. Amol Deshpande, Carlos Guestrin, Samuel Madden, Joseph M. Hellerstein, Wei Hong. VLDB J. (14): 417-443 (2005). Cited by 57Web SearchBibTeXDownload |
| 2004 |
|---|
| 21 | Distributed regression: an efficient framework for modeling sensor network data. Carlos Guestrin, Peter Bodík, Romain Thibaux, Mark A. Paskin, Samuel Madden. IPSN 2004, 1-10. Cited by 202Web SearchBibTeXDownload |
| 20 | Solving Factored MDPs with Continuous and Discrete Variables. Carlos Guestrin, Milos Hauskrecht, Branislav Kveton. UAI 2004, 235-242. Web SearchBibTeXDownload |
| 19 | Robust Probabilistic Inference in Distributed Systems. Mark A. Paskin, Carlos Guestrin. UAI 2004, 436-445. Web SearchBibTeXDownload |
| 18 | Model-Driven Data Acquisition in Sensor Networks. Amol Deshpande, Carlos Guestrin, Samuel Madden, Joseph M. Hellerstein, Wei Hong. VLDB 2004, 588-599. Cited by 536Web SearchBibTeXDownload |
| 2003 |
|---|
| 17 | Generalizing Plans to New Environments in Relational MDPs. Carlos Guestrin, Daphne Koller, Chris Gearhart, Neal Kanodia. IJCAI 2003, 1003-1010. Web SearchBibTeX |
| 16 | Efficient Solution Algorithms for Factored MDPs. Carlos Guestrin, Daphne Koller, Ronald Parr, S. Venkataraman. J. Artif. Intell. Res. (JAIR) (19): 399-468 (2003). Web SearchBibTeXDownload |
| 15 | Stochastic Roadmap Simulation: An Efficient Representation and Algorithm for Analyzing Molecular Motion. Mehmet Serkan Apaydin, Douglas L. Brutlag, Carlos Guestrin, David Hsu, Jean-Claude Latombe, Chris Varma. Journal of Computational Biology (10): 257-281 (2003). Web SearchBibTeXDownload |
| 14 | Max-Margin Markov Networks. Benjamin Taskar, Carlos Guestrin, Daphne Koller. NIPS 2003. Web SearchBibTeXDownload |
| 2002 |
|---|
| 13 | Greedy Linear Value-Approximation for Factored Markov Decision Processes. Relu Patrascu, Pascal Poupart, Dale Schuurmans, Craig Boutilier, Carlos Guestrin. AAAI/IAAI 2002, 285-291. Web SearchBibTeX |
| 12 | Context-Specific Multiagent Coordination and Planning with Factored MDPs. Carlos Guestrin, Shobha Venkataraman, Daphne Koller. AAAI/IAAI 2002, 253-259. Web SearchBibTeX |
| 11 | Stochastic roadmap simulation for the study of ligand-protein interactions. Mehmet Serkan Apaydin, Carlos Guestrin, Chris Varma, Douglas L. Brutlag, Jean-Claude Latombe. ECCB 2002, 18-26. Web SearchBibTeX |
| 10 | Using robotics to fold proteins and dock ligands. Douglas L. Brutlag, Mehmet Serkan Apaydin, Carlos Guestrin, David Hsu, Chris Varma, Amit Pal Singh, Jean-Claude Latombe. ECCB 2002, 74-74. Web SearchBibTeX |
| 9 | Coordinated Reinforcement Learning. Carlos Guestrin, Michail G. Lagoudakis, Ronald Parr. ICML 2002, 227-234. Web SearchBibTeX |
| 8 | Algorithm-Directed Exploration for Model-Based Reinforcement Learning in Factored MDPs. Carlos Guestrin, Relu Patrascu, Dale Schuurmans. ICML 2002, 235-242. Web SearchBibTeX |
| 7 | Stochastic roadmap simulation: an efficient representation and algorithm for analyzing molecular motion. Mehmet Serkan Apaydin, Douglas L. Brutlag, Carlos Guestrin, David Hsu, Jean-Claude Latombe. RECOMB 2002, 12-21. Web SearchBibTeXDownload |
| 6 | Distributed Planning in Hierarchical Factored MDPs. Carlos Guestrin, Geoffrey J. Gordon. UAI 2002, 197-206. Web SearchBibTeXDownload |
| 2001 |
|---|
| 5 | Max-norm Projections for Factored MDPs. Carlos Guestrin, Daphne Koller, Ronald Parr. IJCAI 2001, 673-682. Web SearchBibTeX |
| 4 | Multiagent Planning with Factored MDPs. Carlos Guestrin, Daphne Koller, Ronald Parr. NIPS 2001, 1523-1530. Web SearchBibTeXDownload |
| 3 | Robust Combination of Local Controllers. Carlos Guestrin, Dirk Ormoneit. UAI 2001, 178-185. Web SearchBibTeXDownload |
| 2000 |
|---|
| 2 | Outdoor Visual Position Estimation for Planetary Rovers. Fabio Gagliardi Cozman, Eric Krotkov, Carlos Guestrin. Auton. Robots (9): 135-150 (2000). Web SearchBibTeXDownload |
| 1998 |
|---|
| 1 | Industrial applications of image mosaicing and stabilization. Carlos Guestrin, Fabio Gagliardi Cozman, Marcelo Godoy Simões. KES (2) 1998, 174-183. Web SearchBibTeXDownload |
