Andreas Krause

Matthew Faulkner, Annie H. Liu, Andreas Krause: A fresh perspective: learning to sparsify for detection in massive noisy sensor networks. IPSN 2013: 7-18

Peter Stobbe, Andreas Krause: Learning Fourier Sparse Set Functions. Journal of Machine Learning Research - Proceedings Track 22: 1125-1133 (2012)

Niranjan Srinivas, Andreas Krause, Sham M. Kakade, Matthias W. Seeger: Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting. IEEE Transactions on Information Theory 58(5): 3250-3265 (2012)

Manuel Gomez-Rodriguez, Jure Leskovec, Andreas Krause: Inferring Networks of Diffusion and Influence. TKDD 5(4): 21 (2012)

Bo Chen, Rui Castro, Andreas Krause: Joint Optimization and Variable Selection of High-dimensional Gaussian Processes. ICML 2012

Thomas Desautels, Andreas Krause, Joel W. Burdick: Parallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization. ICML 2012

Marcela Zuluaga, Andreas Krause, Peter A. Milder, Markus Püschel: "Smart" design space sampling to predict Pareto-optimal solutions. LCTES 2012: 119-128

Andreas Krause, Carlos Guestrin: Near-optimal Nonmyopic Value of Information in Graphical Models. CoRR abs/1207.1394 (2012)

Xinyang Li, Andreas Krause: An evolutionary multi-objective optimization of trading rules in call markets. Int. Syst. in Accounting, Finance and Management 18(1): 1-14 (2011)

Biliana Alexandrova-Kabadjova, Edward P. K. Tsang, Andreas Krause: Competition is Bad for Consumers: Analysis of an Artificial Payment Card Market. JACIII 15(2): 188-196 (2011)

Daniel Golovin, Andreas Krause: Adaptive Submodularity: Theory and Applications in Active Learning and Stochastic Optimization. J. Artif. Intell. Res. (JAIR) 42: 427-486 (2011)

Biliana Alexandrova-Kabadjova, Edward P. K. Tsang, Andreas Krause: Profit-Maximizing Strategies for an Artificial Payment Card Market. Is Learning Possible? JILSA 3(2A): 70-81 (2011)

Volkan Cevher, Andreas Krause: Greedy Dictionary Selection for Sparse Representation. J. Sel. Topics Signal Processing 5(5): 979-988 (2011)

Andreas Krause, Ram Rajagopal, Anupam Gupta, Carlos Guestrin: Simultaneous Optimization of Sensor Placements and Balanced Schedules. IEEE Trans. Automat. Contr. 56(10): 2390-2405 (2011)

Andreas Krause, Carlos Guestrin: Submodularity and its applications in optimized information gathering. ACM TIST 2(4): 32 (2011)

Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon M. Kleinberg: Robust sensor placements at informative and communication-efficient locations. TOSN 7(4): 31 (2011)

Daniel Golovin, Andreas Krause, Beth Gardner, Sarah J. Converse, Steve Morey: Dynamic Resource Allocation in Conservation Planning. AAAI 2011

Andreas Krause: Performance of evolving trading strategies with different discount factors. IEEE Congress on Evolutionary Computation 2011: 186-191

Andreas Krause, Alex Roper, Daniel Golovin: Randomized Sensing in Adversarial Environments. IJCAI 2011: 2133-2139

Matthew Faulkner, Michael Olson, Rishi Chandy, Jonathan Krause, K. Mani Chandy, Andreas Krause: The next big one: Detecting earthquakes and other rare events from community-based sensors. IPSN 2011: 13-24

Matthew Faulkner, Michael Olson, Rishi Chandy, Jonathan Krause, K. Mani Chandy, Andreas Krause: Demo abstract, the next big one: Detecting earthquakes and other rare events from community-based sensors. IPSN 2011: 121-122

Ryan Gomes, Peter Welinder, Andreas Krause, Pietro Perona: Crowdclustering. NIPS 2011: 558-566

Dan Feldman, Matthew Faulkner, Andreas Krause: Scalable Training of Mixture Models via Coresets. NIPS 2011: 2142-2150

Andreas Krause, Cheng Soon Ong: Contextual Gaussian Process Bandit Optimization. NIPS 2011: 2447-2455

Daniel Golovin, Andreas Krause: Adaptive Submodular Optimization under Matroid Constraints. CoRR abs/1101.4450 (2011)

Andreas Krause, Eric Horvitz: A Utility-Theoretic Approach to Privacy in Online Services. J. Artif. Intell. Res. (JAIR) 39: 633-662 (2010)

Andreas Krause: SFO: A Toolbox for Submodular Function Optimization. Journal of Machine Learning Research 11: 1141-1144 (2010)

Daniel Golovin, Andreas Krause: Adaptive Submodularity: A New Approach to Active Learning and Stochastic Optimization. COLT 2010: 333-345

Ryan Gomes, Andreas Krause: Budgeted Nonparametric Learning from Data Streams. ICML 2010: 391-398

Andreas Krause, Volkan Cevher: Submodular Dictionary Selection for Sparse Representation. ICML 2010: 567-574

Niranjan Srinivas, Andreas Krause, Sham Kakade, Matthias Seeger: Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design. ICML 2010: 1015-1022

Jonathan Binney, Andreas Krause, Gaurav S. Sukhatme: Informative path planning for an autonomous underwater vehicle. ICRA 2010: 4791-4796

Xinyang Li, Andreas Krause: An Evolutionary Multi-objective Optimization of Market Structures Using PBIL. IDEAL 2010: 78-85

Daniel Golovin, Matthew Faulkner, Andreas Krause: Online distributed sensor selection. IPSN 2010: 220-231

Peter Trautman, Andreas Krause: Unfreezing the robot: Navigation in dense, interacting crowds. IROS 2010: 797-803

Manuel Gomez-Rodriguez, Jure Leskovec, Andreas Krause: Inferring networks of diffusion and influence. KDD 2010: 1019-1028

Daniel Golovin, Andreas Krause, Debajyoti Ray: Near-Optimal Bayesian Active Learning with Noisy Observations. NIPS 2010: 766-774

Ryan Gomes, Andreas Krause, Pietro Perona: Discriminative Clustering by Regularized Information Maximization. NIPS 2010: 775-783

Peter Stobbe, Andreas Krause: Efficient Minimization of Decomposable Submodular Functions. NIPS 2010: 2208-2216

Daniel Golovin, Matthew Faulkner, Andreas Krause: Online Distributed Sensor Selection. CoRR abs/1002.1782 (2010)

Daniel Golovin, Andreas Krause: Adaptive Submodularity: A New Approach to Active Learning and Stochastic Optimization. CoRR abs/1003.3967 (2010)

Manuel Gomez-Rodriguez, Jure Leskovec, Andreas Krause: Inferring Networks of Diffusion and Influence. CoRR abs/1006.0234 (2010)

Daniel Golovin, Andreas Krause, Debajyoti Ray: Near-Optimal Bayesian Active Learning with Noisy Observations. CoRR abs/1010.3091 (2010)

Peter Stobbe, Andreas Krause: Efficient Minimization of Decomposable Submodular Functions. CoRR abs/1010.5511 (2010)

Andreas Krause, Carlos Guestrin: Optimizing Sensing: From Water to the Web. IEEE Computer 42(8): 38-45 (2009)

Amarjeet Singh, Andreas Krause, Carlos Guestrin, William J. Kaiser: Efficient Informative Sensing using Multiple Robots. J. Artif. Intell. Res. (JAIR) 34: 707-755 (2009)

Andreas Krause, Carlos Guestrin: Optimal Value of Information in Graphical Models. J. Artif. Intell. Res. (JAIR) 35: 557-591 (2009)

Andreas Krause: Learning and Herding Using Case-Based Decisions With Local Interactions. IEEE Transactions on Systems, Man, and Cybernetics, Part A 39(3): 662-669 (2009)

Jörg Becker, Björn Niehaves, Andreas Krause: Shared Services Strategies and Their Determinants: A Multiple Case Study Analysis in the Public Sector. AMCIS 2009: 14

Jörg Becker, Björn Niehaves, Andreas Krause: Shared Service Center vs. Shared Service Network: A Multiple Case Study Analysis of Factors Impacting on Shared Service Configurations. EGOV 2009: 115-126

Xinyang Li, Andreas Krause: A Comparison of Market Structures with Near-Zero-Intelligence Traders. IDEAL 2009: 703-710

Andreas Krause: Evaluating the Performance of Adapting Trading Strategies with Different Memory Lengths. IDEAL 2009: 711-718

Amarjeet Singh, Andreas Krause, William J. Kaiser: Nonmyopic Adaptive Informative Path Planning for Multiple Robots. IJCAI 2009: 1843-1850

Andreas Krause, Ram Rajagopal, Anupam Gupta, Carlos Guestrin: Simultaneous placement and scheduling of sensors. IPSN 2009: 181-192

Matthew J. Streeter, Daniel Golovin, Andreas Krause: Online Learning of Assignments. NIPS 2009: 1794-1802

Daniel Golovin, Andreas Krause, Matthew J. Streeter: Online Learning of Assignments that Maximize Submodular Functions. CoRR abs/0908.0772 (2009)

Niranjan Srinivas, Andreas Krause, Sham M. Kakade, Matthias Seeger: Gaussian Process Bandits without Regret: An Experimental Design Approach. CoRR abs/0912.3995 (2009)

Andreas Krause, Ajit Paul Singh, Carlos Guestrin: Near-Optimal Sensor Placements in Gaussian Processes: Theory, Efficient Algorithms and Empirical Studies. Journal of Machine Learning Research 9: 235-284 (2008)

Andreas Krause, Eric Horvitz: A Utility-Theoretic Approach to Privacy and Personalization. AAAI 2008: 1181-1188

Andreas Krause, Eric Horvitz, Aman Kansal, Feng Zhao: Toward Community Sensing. IPSN 2008: 481-492

Biliana Alexandrova-Kabadjova, Edward P. K. Tsang, Andreas Krause: Evolutionary Learning of the Optimal Pricing Strategy in an Artificial Payment Card Market. Natural Computing in Computational Finance 2008: 233-251

Alexandra Meliou, Andreas Krause, Carlos Guestrin, Joseph M. Hellerstein: Nonmyopic Informative Path Planning in Spatio-Temporal Models. AAAI 2007: 602-607

Andreas Krause, Carlos Guestrin: Near-optimal Observation Selection using Submodular Functions. AAAI 2007: 1650-1654

Andreas Krause, Carlos Guestrin: Nonmyopic active learning of Gaussian processes: an exploration-exploitation approach. ICML 2007: 449-456

Biliana Alexandrova-Kabadjova, Andreas Krause, Edward P. K. Tsang: An Agent-Based Model of Interactions in the Payment Card Market. IDEAL 2007: 1063-1072

Amarjeet Singh, Andreas Krause, Carlos Guestrin, William J. Kaiser, Maxim A. Batalin: Efficient Planning of Informative Paths for Multiple Robots. IJCAI 2007: 2204-2211

Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne M. VanBriesen, Natalie S. Glance: Cost-effective outbreak detection in networks. KDD 2007: 420-429

Andreas Krause, H. Brendan McMahan, Carlos Guestrin, Anupam Gupta: Selecting Observations against Adversarial Objectives. NIPS 2007

Bilge Mutlu, Andreas Krause, Jodi Forlizzi, Carlos Guestrin, Jessica K. Hodgins: Robust, low-cost, non-intrusive sensing and recognition of seated postures. UIST 2007: 149-158

Andreas Krause, Asim Smailagic, Daniel P. Siewiorek: Context-Aware Mobile Computing: Learning Context-Dependent Personal Preferences from a Wearable Sensor Array. IEEE Trans. Mob. Comput. 5(2): 113-127 (2006)

Andreas Krause, Jure Leskovec, Carlos Guestrin: Data association for topic intensity tracking. ICML 2006: 497-504

Andreas Krause, Carlos Guestrin, Anupam Gupta, Jon M. Kleinberg: Near-optimal sensor placements: maximizing information while minimizing communication cost. IPSN 2006: 2-10

Alexey Larionov, Andreas Krause, William Miller: A standard curve based method for relative real time PCR data processing. BMC Bioinformatics 6: 62 (2005)

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

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

Andreas Krause, Matthias Ihmig, Edward Rankin, Derek Leong, Smriti Gupta, Daniel P. Siewiorek, Asim Smailagic, Michael Deisher, Uttam Sengupta: Trading off Prediction Accuracy and Power Consumption for Context-Aware Wearable Computing. ISWC 2005: 20-26

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

Andreas Krause, Carlos Guestrin: Near-optimal Nonmyopic Value of Information in Graphical Models. UAI 2005: 324-331

Andreas Krause: Predicting crashes in a model of evolving networks. Complexity 9(4): 24-30 (2004)

Harald Meier, Andreas Krause, Markus Kräutner, Arndt Bode: Development and implementation of a parallel algorithm for the fast design of oligonucleotide probe sets for diagnostic DNA microarrays. Concurrency - Practice and Experience 16(9): 873-893 (2004)

Andreas Krause, Dominik Hartl, Fabian J. Theis, Manfred Stangl, Klaus-E. Gerauer, Alexander T. Mehlhorn: Mobile decision support for transplantation patient data. I. J. Medical Informatics 73(5): 461-464 (2004)

Anton Schwaighofer, Volker Tresp, Peter Mayer, Andreas Krause, Jürgen Beuthan, Helmut Rost, Georg Metzger, Gerhard A. Müller, Alexander K. Scheel: Classification of rheumatoid joint inflammation based on laser imaging. IEEE Trans. Biomed. Engineering 50(3): 375-382 (2003)

Andreas Krause, Markus Kräutner, Harald Meier: Accurate Method for Fast Design of Diagnostic Oligonucleotide Probe Sets for DNA Microarrays. IPDPS 2003: 154

Andreas Krause, Daniel P. Siewiorek, Asim Smailagic, Jonny Farringdon: Unsupervised, Dynamic Identification of Physiological and Activity Context in Wearable Computing. ISWC 2003: 88-97

Daniel P. Siewiorek, Asim Smailagic, Junichi Furukawa, Andreas Krause, Neema Moraveji, Kathryn Reiger, Jeremy Shaffer, Fei Lung Wong: SenSay: A Context-Aware Mobile Phone. ISWC 2003: 248-249

Andreas Krause, Alexander T. Mehlhorn, Dominik Hartl, V. Riedl, S. Preis, K. Feike, L. Greiner, Klaus-E. Gerauer, Manfred Stangl: PDA-based decision support and documentation for transplantation surgery data. MoCoMed 2003: 47-51

K. Heiss, Andreas Krause, Alexander T. Mehlhorn, V. Riedl, S. Preis, K. Feike, L. Greiner, Dominik Hartl: Mobile wireless acess to EHR and PACS in clinical practice. MoCoMed 2003: 109-113

Torsten Fink, Andreas Krause, Werner Erhard: Einfluß von Sicherheitsanforderungen auf die Kommunikationsleistung im Metacomputing-System Amica. ARCS 1999: 45-54

Reinhard Rauscher, Andreas Krause: A System for Heuristic Modifications on PLA - Specifications. EUROMICRO 1996: 267-274