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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

     
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

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

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

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

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

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

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

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

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

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

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

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

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

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