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Lifelong localization in changing environments
Gian Diego Tipaldi, Daniel Meyer-Delius, and Wolfram Burgard International Journal of Robotics Research (IJRR), 32:1662–1678 2013 http://ijr.sagepub.com/cgi/content/abstract/32/14/1662
tipaldi13ijrr.pdf
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On the representation of anthropomorphic robot hands: Shape versus function
R. de Souza, A. Bernardino, J. Santos-Victor, and A. Billard Proceedings of the 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids), pp. 791–798 2012
souza12humanoids.pdf
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Multi- object detection and pose estimation in 3d point clouds: A fast grid-based Bayesian filter
R. P. Figueiredo, P. Moreno, A. Bernardino, and J. Santos-Victor Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp. 4250–4255 2013
figueiredo13icra.pdf
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Fast 3D object recognition of rotationally symmetric objects
R. Figueiredo, P. Moreno, and A. Bernardino Pattern Recognition and Image Analysis (J. M. Sanches, M. Luisa, and J. S. Cardoso, eds.), vol. 7887 of Lecture Notes in Computer Science, pp. 125–132, Springer Berlin Heidelberg 2013
figueiredo13ibpria.pdf
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Efficient Sequential Clamping for Lifted Message Passing
F. Hadiji and B. Ahmadi and K. Kersting In Proceedings of the 34th Annual German Conference on Artificial Intelligence (K-11) 2011
hadiji11ki.pdf
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Lidar-based teach-and-repeat of mobile robot trajectories
C. Sprunk, G.D. Tipaldi, A. Cherubini, and W. Burgard In Proc. of the IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS), Tokyo, Japan 2013
sprunk13iros.pdf
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Efficient grid-based spatial representations for robot navigation in dynamic environments
B. Lau, C. Sprunk, and W. Burgard Robotics and Autonomous Systems, vol. 61, no. 10 2013
lau13ras.pdf
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Interactive Perception for Learning the Dynamics of Articulated Objects
F. Endres, J. Trinkle, and W. Burgard In the Proceedings of the ICRA 2013 Mobile Manipulation Workshop on Interactive Perception 2013
endres13icra_ws.pdf
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Learning the dynamics of doors for robotic manipulation
F. Endres, J. Trinkle, and W. Burgard In Proc. of the IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS) 2013
endres13iros.pdf
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Reduce and Re-Lift: Bootstrapped Lifted Likelihood Maximization for MAP
F. Hadiji and K. Kersting In Proceedings of the Twenty–Seventh AAAI Conference on Artificial Intelligence (AAAI–13) 2013
hadiji13aaai.pdf
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Exploiting Symmetries for Scaling Loopy Belief Propagation and Relational Training
B. Ahmadi, K. Kersting, M. Mladenov, and S. Natarajan Machine Learning Journal 2013
ahmadi13mlj.pdf
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Pairwise Markov Logic
D. Fierens, K. Kersting, J. Davis, J. Chen, and M. Mladenov Post–Proceedings of the 22nd International Conference on Inductive Logic Programming (ILP–2012) 2013
fierens12ilp_pairwise.pdf
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Learning Relational Probabilistic Models from Partially Observed Data - Opening the Closed-World Assumption
T. Khot, S. Natarajan, K. Kersting, and J. Shavlik Post–Proceedings of the 23nd International Conference on Inductive Logic Programming (ILP–2013) 2013
khot13ilp_open.pdf
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Coinciding Walk Kernels
M. Neumann, R. Garnett, and K. Kersting Working Notes of the International Workshop on Mining and Learning with Graphs (MLG 2013) at KDD 2013 2013
neumann13mlg_kernels.pdf
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Graph Kernels for Object Category Prediction in Task-Dependent Robot Grasping
M. Neumann, P. Moreno, L. Antanas, R. Garnett, and K. Kersting Working Notes of the International Workshop on Mining and Learning with Graphs (MLG 2013) at KDD 2013 2013
neumann2013mlg_grasping.pdf
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Accelerating Imitation Learning in Relational Domains via Transfer by Initialization
S. Natarajan, P. Odom, S. Joshi, T. Khot, K. Kersting, and P. Tadepalli Post–Proceedings of the 23nd International Conference on Inductive Logic Programming (ILP–2013) 2013
natarajan13ilp_transfer.pdf
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Dimension Reduction via Color Refinement
M. Grohe, K. Kersting, M. Mladenov, and E. Selman CoRR 2013
grohe13arxiv_fa.pdf
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Robust multi-hypothesis 3d object pose tracking
G. Chliveros, M. Pateraki, and P. Trahanias International Conference on Computer Vision Systems (ICVS) 2013
chliveros13icvs.pdf
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Visual human-robot communication in social settings
M. Pateraki, M. Sigalas, G. Chliveros, and P. Trahanias Workshop on Semantics, Identification and Control of Robot-Human-Environment Interaction, held within the IEEE International Conference on Robotics and Automation (ICRA) 2013
pateraki13icraws.pdf
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A compliant hand based on a novel pneumatic actuator
R. Deimel and O. Brock Proceedings of the IEEE International Conference on Robotics and Automation (ICRA) 2013
deimel13icra.pdf
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Towards Bayesian grasp optimization with wrench space analysis
F. Veiga and A. Bernardino IROS 2012 Workshop: Beyond Robot Grasping - Modern Approaches for Learning Dynamic Manipulation 2012
veiga12irosws.pdf
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Octomap: An efficient probabilistic 3D mapping framework based on octrees
A. Hornung, K. M. Wurm, M. Bennewitz, C. Stachniss, and W. Burgard Autonomous Robots, 2013. In Press.
hornung13auro.pdf
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Augmented-svm: Automatic space partition- ing for combining multiple non-linear dynamics
A. Shukla and A. Billard Advances in Neural Information Processing Systems 25 (P. Bartlett, F. Pereira, C. Burges, L. Bottou, and K. Weinberger, eds.), pp. 1025–1033 2012
shukla12nips.pdf
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Reaching and grasping kitchenware objects
R. Figueiredo, A. Shukla, D. Aragao, P. Moreno, A. Bernardino, J. Santos-Victor, and A. Billard In Proceedings of International Symposium on System Integra- tion (SII) 2012
figueiredo12sii.pdf
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Lifted probabilistic inference
K. Kersting In Proceedings of 20th European Conference on Artificial Intelligence (ECAI–2012) (L. D. Raedt, C. Bessiere, D. Dubois, P. Doherty, P. Frasconi, F. Heintz, and P. Lucas, eds.), (Montpellier, France), ECCAI 2012
kersting2012ecai_faia.pdf
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Efficiently learning to hash proportional data
Z. Xu, K. Kersting, and C. Bauckhage In Proceedings of the IEEE Conference on Data Mining (ICDM–2012) 2012
xu12icdm.pdf
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Exploration in relational domains for model–based reinforcement learning
T. Lang, M. Toussaint, and K. Kersting Journal of Machine Learning Re- search (JMLR), vol. 13(Dec), pp. 3691–3734 2012
lang12jmlr.pdf
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Symbolic dynamic programming for continuous state and observation pomdps
Z. Zamani, S. Sanner, P. Poupart, and K. Kersting Advances in Neural Information Processing Systems 26 (NIPS–2012) 2012
zamani12nips.pdf
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On the position accuracy of mobile robot localization based on particle filters combined with scan matching
J. Roewekaemper, C. Sprunk, G.D. Tipaldi, C. Stachniss, P. Pfaff, and W. Burgard In Proc. of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2012
roewekaemper12iros.pdf
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Nonparametric Bayesian models for unsupervised scene analysis and reconstruction
Dominik Joho, Gian Diego Tipaldi, Nikolas Engelhard, Cyrill Stachniss, and Wolfram Burgard In Proceedings of Robotics: Science and Systems (RSS) 2012
joho12rss.pdf
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Structure learning with hidden data in relational domains
T. Khot, S. Natarajan, K. Kersting, and J. Shavlik In ICML-2012 Workshop on Statistical Relational Learning (SRL) 2012
khot12srl.pdf
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Lifted parameter learning in relational models
B. Ahmadi, K. Kersting, and S. Natarajan In ICML-2012 Workshop on Statistical Relational Learning (SRL) 2012
ahmadi12srl.pdf
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Learning to grasp from point clouds
P. Moreno, J. Hörnstein, and J. Santos-Victor Tech. Rep. Vislab-TR001/2011, Department of Electrical and Computers Engineering, Instituto Superior Técnico, Portugal, 2011
moreno11tr.pdf
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Active learning of visual descriptors for grasping using non-parametric smoothed beta distributions
L. Montesano and M. Lopes Robotics and Autonomous Systems, vol. 60, no. 3, pp. 452–462 2012
montesano12ras.pdf
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Visual tracking of hands, faces and facial features as a basis for human-robot communication
M. Pateraki, H. Baltzakis, and P. Trahanias in Proc. of the Workshop on Visual Tracking and Omnidirectional Vi- sion, held within the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), San Fransisco, USA 2011
pateraki11irosws.pdf
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Visual estimation of pointed targets for robot guidance via fusion of face pose and hand orientation
M. Pateraki, H. Baltzakis, and P. Trahanias In 1st IEEE Workshop on Challenges and Opportunities in Robot Perception, held within the 13th IEEE International Conference on Computer Vision (ICCV), pp. 1060 –1067 2011
pateraki11iccvws.pdf
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Using dempsters rule of combination to robustly estimate pointed targets
M. Pateraki, H. Baltzakis, and P. Trahanias In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), St. Paul, Minnesota, USA 2012
pateraki12icra.pdf
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Visual tracking of hands, faces and facial features of multiple persons
H. Baltzakis, M. Pateraki, and P. Trahanias Machine Vision and Ap- plications, pp. 1–17 2012
baltzakis12mva.pdf
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On Continuous Distributions and Parameter Estimation in Probabilistic Logic Programs
B. Gutmann PhD thesis, Informatics Section, Depart- ment of Computer Science, Faculty of Engineering Science. De Raedt, Luc (supervisor). 2011
gutmann11thesis.pdf
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Stochastic Relational Processes and Models: Learning and Rea- soning
I. Thon PhD thesis, Informatics Section, Department of Computer Sci- ence, Faculty of Engineering Science.De Raedt, Luc (supervisor) 2011
thon11thesis.pdf
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Coupled dynamical system based arm-hand grasping model for learning fast adaptation strategies under real-time perturbations
A. Shukla and A. Billard Robotics and Autonomous Systems, vol. 60, pp. 424–440 2012
ashwini12ras.pdf
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Robot learning from failed demonstra- tions
D. Grollman and A. Billard International Journal of Social Robotics 2012
grollman12ijsr.pdf
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Propagation kernels for partially labeled graphs
M. Neumann, R. Garnett, P. Moreno, N. Patricia, and K. Kersting In ICML Work shop on Mining and Learning with Graphs (MLG) 2012
neumann12icmlws.pdf
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Efficient Graph Kernels by Randomization
M. Neumann, N. Patricia, R. Garnett, and K. Kersting In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML–PKDD) 2012
neumann12ecmlpkdd.pdf
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Lifted online training of re lational models with stochastic gradient methods
B. Ahmadi, K. Kersting, and S. Natarajan In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) 2012
ahmadi12ecmlpkdd.pdf
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Statistical relational learning of object affordances for robotic manipulation
Latest Advances in Inductive Logic Programming, Imperial College Press 2012
moldovan12icilp.pdf
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Learning relational affordance models for robots in multi- object manipulation tasks
B. Moldovan, P. Moreno, M. van Otterlo, J. Santos-Victor, and L. De Raedt In Proc. of the IEEE International Confer- ence on Robotics and Automation (ICRA), St Paul, Minnesota, USA 2012
moldovan12icra.pdf
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Scene in the loop: Towards adaptation-by-tracking in RGB-D Data
L. Spinello, C. Stachniss, and W. Burgard In Proc. of The Workshop on RGB-D: Advanced Reasoning with Depth Cameras (RSS) 2012
spinelloRSSws12.pdf
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An Evaluation of the RGB-D SLAM System
F. Endres, J. Hess, N. Engelhard, J. Sturm, D. Cremers, and W. Burgard In Proc. of the IEEE International Conference on Robotics and Automation (ICRA), St. Paul, Minnesota, USA 2012
endres12icra.pdf
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From Low-Level Trajectory Demonstrations to Symbolic Actions for Planning
N. Abdo, H. Kretzschmar, and C. Stachniss In Proc. of the ICAPS Workshop on Combining Task and Motion Planning for Real-World Applications (TAMPRA), Atibaia, Sao Paulo, Brazil 2012
abdo12tampra.pdf
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Improved Non-linear Spline Fitting for Teaching Trajectories to Mobile Robots
Christoph Sprunk, Boris Lau, and Wolfram Burgard Proc. of the IEEE International Conference on Robotics and Automation (ICRA), St. Paul, MN, USA 2012
sprunk12icra.pdf
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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
natarajan12mlj.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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