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Navigation in Three-Dimensional Cluttered Environments for Mobile Manipulation
A. Hornung, M. Phillips, E. G. Jones, M. Bennewitz, M. Likhachev, S. Chitta In Proc. of the IEEE International Conference on Robotics & Automation (ICRA) 2012
hornung12icra.pdf
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Learning Markov logic networks via functional gradient boosting
T. Khot, S. Natarajan, K. Kersting, and J. Shavlik In Proc. of the IEEE International Conference on Data Mining (ICDM), Vancouver, Canada 2011
khot11icdm.pdf
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Multi-task learning with task relations
Z. Xu and K. Kersting In Proc. of the IEEE International Conference on Data Mining (ICDM), Vancouver, Canada 2011
xu11icdm.pdf
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Lifted linear programming
M. Mladenov, B. Ahmadi, and K. Kersting In Proc. of the 15th International Conference on Artificial Intelligence and Statistics (AISTATS 2012), La Palma, Canary Islands, Spain 2012
mladenov12aistats.pdf
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Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading Regression Data
M. Schiegg, M. Neumann, and K. Kersting In Proc. of the 15th International Conference on Artificial Intelligence and Statistics (AISTATS 2012), La Palma, Canary Islands, Spain 2012
schiegg12aistats.pdf
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Incremental Updates of Configuration Space Representations for Non-Circular Mobile Robots with 2D, 2.5D, or 3D Obstacle Models
Boris Lau, Christoph Sprunk, and Wolfram Burgard In Proc. of the European Conference on Mobile Robots (ECMR), Örebro, Sweden. 2011
lau11ecmr.pdf
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A Probabilistic Framework for Learning Kinematic Models of Articulated Objects
J. Sturm and C. Stachniss and W. Burgard Journal of Artificial Intelligence Research 2011
sturm11jair.pdf
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Hierarchies of Octrees for Efficient 3D Mapping
K.M. Wurm and D. Hennes and D. Holz and R.B. Rusu and C. Stachniss and K. Konolige and W. Burgard IEEE/RSJ International Conference on Intelligent Robots and Systems 2011
wurm11iros.pdf
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Efficient Motion Planning for Manipulation Robots in Environments with Deformable Objects
B. Frank and C. Stachniss and N. Abdo and W. Burgard IEEE/RSJ International Conference on Intelligent Robots and Systems 2011
frank11iros.pdf
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Gradient-based Boosting for Statistical Relational Learning: The Relational Dependency Network Case
S. Natarajan, T. Khot, K. Kersting, B. Gutmann, and J. Shavlik Machine Learning Journal, vol. 86, no. 1, pp. 26–56 2012
natarajan11mlj.pdf
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Multi-Evidence Lifted Message Passing, with Application to PageRank and the Kalman Filter
B. Ahmadi, K. Kersting, and S. Sanner In T. Walsh, editor, Proceedings of the 22nd International Joint Conference on Artificial Intelligence (IJCAI), Barcelona, Spain 2011
ahmadi11ijcai.pdf
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Imitation Learning in Relational Worlds: A Functional Gradient Boosting Approach
S. Natarajan, S. Joshi, P. Tadepelli, K. Kersting, and J. Shavlik In T. Walsh, editor, Proceedings of the 22nd International Joint Conference on Artificial Intelligence (IJCAI), Barcelona, Spain 2011
natarajan11ijcai.pdf
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Markov Logic Sets: Towards Lifted Information Retrieval using PageRank and Label Propagation
M. Neumann, K. Kersting, and B. Ahmadi In W. Burgard and D. Roth, editors, Proceedings of the Twenty–Fifth AAAI Conference on Artificial Intelligence (AAAI–11), San Francisco, CA, USA 2011
neumann11aaai.pdf
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Learning the parameters of probabilistic logic programs from interpretations
Bernd Gutmann, Ingo Thon, and Luc De Raedt Technical Report CW 584, Department of Computer Science, Katholieke Universiteit Leuven, Belgium 2010
gutmann10tr.pdf
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Temporal gesture recognition for human-robot interaction
M. Sigalas, H. Baltzakis and P. Trahanias In Proceedings of Mutimodal Human-Robot Interfaces Workshop held within IEEE International Conference on Robotics and Automation (ICRA), Anchorage, Alaska, USA 2010
sigalas10icraws.pdf
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An integrated approach for visual tracking of hands, faces and facial features
M. Pateraki, H. Baltzakis, and P. Trahanias In Proceedings of the Workshop on Measuring and Understanding Human Movements and Emotions, held within the IEEE International Conference on Robotics and Automation (ICRA), Shangai, China 2011
pateraki11icraws.pdf
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Gesture recognition based on arm tracking for human-robot interaction
M. Sigalas, H. Baltzakis and P. Trahanias In Proceedings of the IEEE/RSJ Intlernational Conference on Intelligent Robotics and Systems (IROS), Taipei, Taiwan 2010
sigalas10iros.pdf
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Extending ProbLog with Continuous Distributions
Bernd Gutmann, Manfred Jaeger, and Luc De Raedt In Paolo Frasconi and Francesca Alessandra Lisi, editors, Proceedings of the 20th International Conference on Inductive Logic Programming (ILP), Firenze, Italy 2010
gutmann10ilp.pdf
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Image driven generation of pose hypotheses for 3d model-based tracking
M. Brandão, A. Bernardino, and J. Santos-Victor In Proceedings of the 12th IAPR Conference on Machine Vision and Applications, to appear 2011
brandao11mva.pdf
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Coupled dynamical system based hand-arm grasp planning under real-time perturbations
A. Shukla and A. Billard In Proceedings of Robotics: Science and Systems (RSS), Los Angeles, CA, USA 2011
shukla11RSS.pdf
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The Magic of Logical Inference in Probabilistic Programming
Bernd Gutmann, Ingo Thon, Angelika Kimmig, Maurice Bruynooghe, and Luc De Raedt Accepted for Publication in Theory and Practice of Logic Programming 2011
gutmann11tplp.pdf
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Using Artificial Landmarks to Reduce the Ambiguity in the Environment of a Mobile Robot
Daniel Meyer-Delius, Max Beinhofer, Alexander Kleiner, and Wolfram Burgard In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), Shanghai, China 2011
meyerdelius11icra.pdf
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Online Generation of Kinodynamic Trajectories for Non-Circular Omnidirectional Robots
Christoph Sprunk, Boris Lau, Patrick Pfaff, and Wolfram Burgard In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), Shanghai, China 2011
sprunk11icra.pdf
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Donut as I do: Learning from Failed Demonstrations
Daniel H Grollman and Aude Billard In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), Shanghai, China 2011 Best Cognitive Robotics Paper Award
grollman11icra.pdf
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Inference based Trajectory Optimization for Imitation based Grasping
A. Jain, R. Martinez-Cantin, A. Bernardino, and J. Santos-Victor In Proc. of the IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS), Workshop on Grasp Planning and Task Learning by Imitation 2010
ashish10iros.pdf
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Multi-Agent Inverse Reinforcement Learning
S. Natarajan, G. Kunapuli, K. Judah, P. Tadepalli, K. Kersting, and J. Shavlik In S. Draghici, T. Khoshgoftaar, V. Palade, W. Pedrycz, X. Zhu, editors, Proceedings of the 9th IEEE International Conference on Machine Learning and Applications (ICMLA-10), Washington DC, USA 2010
natarajan10icmla.pdf
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Gaussian Mixture Models for Affordance Learning using Bayesian Networks
P. Osório, A. Bernardino, R. Martinez-Cantin, and J. Santos-Victor In Proc. of the IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS), Taipei, Taiwan 2010
osorio10iros.pdf
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Lifted Belief Propagation: Pairwise Marginals and Beyond
B. Ahmadi, K. Kersting, and F. Hadiji In P. Myllymaeki, T. Roos, and T. Jaakkola, editor(s), Proceedings of the 5th European Workshop on Probabilistic Graphical Models (PGM-10), Helsinki, Finland 2010
ahmadi10pgm.pdf
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Operating Articulated Objects Based on Experience
J. Sturm, A. Jain, C. Stachniss, C. Kemp, and W. Burgard In Proc. of the IEEE International Conference on Intelligent Robots and Systems (IROS), Taipei, Taiwan 2010
sturm10iros.pdf
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Vision-based Detection for Learning Articulation Models of Cabinet Doors and Drawers in Household Environments
Juergen Sturm, Kurt Konolige, Cyrill Stachniss, and Wolfram Burgard In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), Anchorage, Alaska 2010
sturm10icra.pdf
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Hierarchical Optimization on Manifolds for Online 2D and 3D Mapping
Giorgio Grisetti, Rainer Kümmerle, Cyrill Stachniss, Udo Frese, and Christoph Hertzberg In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), Anchorage, Alaska 2010
grisetti10icra.pdf
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Improved Updating of Euclidean Distance Maps and Voronoi Diagrams
Boris Lau, Christoph Sprunk, and Wolfram Burgard In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, Taipei, Taiwan 2010
lau10iros.pdf
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OctoMap: A Probabilistic, Flexible, and Compact 3D Map Representation for Robotic Systems
K.M. Wurm, A. Hornung, M. Bennewitz, C. Stachniss, and W. Burgard In Proc. of the ICRA 2010 Workshop on Best Practice in 3D Perception and Modeling for Mobile Manipulation, Anchorage, USA 2010
wurm10octomap.pdf
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Exploiting Causal Independence in Markov Logic Networks: Combining Undirected and Directed Models
S. Natarajan, T. Khot, D. Lowd, P. Tadepalli, and K. Kersting J. Balcazar, F. Bonchi, A. Gionis, and M. Sebag, editors, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD-10) 2010
natarajan10ecml.pdf
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Exploration in Relational Worlds
T. Lang, M. Toussaint, and K. Kersting J. Balcazar, F. Bonchi, A. Gionis, M. Sebag, editors, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD-10), Barcelona, Spain, Springer 2010
lang10ecml.pdf
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Learning to Hash Logistic Regression for Fast 3D Scan Point Classification
J. Behley, K. Kersting, D. Schulz, V. Steinhage, and A.B. Cremers. Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010) 2010
behley10iros.pdf
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Lifted Message Passing for Satisfiability
F. Hadiji, K. Kersting, and B. Ahmadi Working Notes of the AAAI10 Workshop on Statistical Relational AI (StarAI) 2010
hadiji10starai.pdf
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Boosting Relational Dependency Networks
S. Natarajan, T. Khot, K. Kersting, B. Gutmann, and J. Shavlik Proceedings of the 20th International Conference on Inductive Logic Programming (ILP-10), accepted 2010
natarajan10ilp.pdf
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