@inproceedings{Balduzzi2011_3,
title = {Falsification and future performance},
author = {Balduzzi, D.},
booktitle = {Algorithmic Probability and Friends. Bayesian Prediction and Artificial Intelligence},
volume = {7070},
pages = {65--78},
series = {Lecture Notes in Computer Science},
publisher = {Springer},
address = {Berlin, Germany},
month = jan,
year = {2013},
month_numeric = {1}
}
@inproceedings{GoppalanP2013,
title = {Feedback Error Learning for Rhythmic Motor Primitives},
author = {Gopalan, N. and Deisenroth, MP. and Peters, J.},
booktitle = {Proceedings of 2013 IEEE International Conference on Robotics and Automation (ICRA 2013)},
pages = {1317-1322},
year = {2013}
}
@inproceedings{DJZ2013,
title = {Gaussian Process Vine Copulas for Multivariate Dependence},
author = {Lopez-Paz, D. and Hernandez-Lobato, JM. and Ghahramani, Z.},
booktitle = {Proceedings of the 30th International Conference on Machine Learning, W\&CP 28(2)},
pages = {10-18},
editors = {S Dasgupta and D McAllester},
publisher = {JMLR},
year = {2013},
note = {Poster:
http://people.tuebingen.mpg.de/dlopez/papers/icml2013_gpvine_poster.pdf}
}
@inproceedings{LopezPazS2013,
title = {The Randomized Dependence Coefficient},
author = {Lopez-Paz, D. and Hennig, P. and Sch{\"o}lkopf, B.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {1--9},
editors = {C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.Q. Weinberger},
year = {2013}
}
@inproceedings{HarmelingHS2013,
title = {On a link between kernel mean maps and Fraunhofer diffraction, with an application to super-resolution beyond the diffraction limit},
author = {Harmeling, S. and Hirsch, M. and Sch{\"o}lkopf, B.},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition},
pages = {1083-1090},
publisher = {IEEE},
year = {2013}
}
@inproceedings{DinuzzoOF2013,
title = {Output Kernel Learning Methods},
author = {Dinuzzo, F. and Ong, CS. and Fukumizu, K.},
booktitle = {International Workshop on Advances in Regularization,
Optimization, Kernel Methods and Support Vector Machines: theory and applications},
year = {2013}
}
@inproceedings{BocsiCP2013,
title = {Alignment-based Transfer Learning for Robot Models},
author = {Bocsi, B. and Csato, L. and Peters, J.},
booktitle = {Proceedings of the 2013 International Joint Conference on Neural Networks (IJCNN 2013)},
pages = {1--7},
year = {2013}
}
@inproceedings{ChenZC2013,
title = {Nonlinear Causal Discovery for High Dimensional Data: A Kernelized Trace Method},
author = {Chen, Z. and Zhang, K. and Chan, L.},
booktitle = {13th International Conference on Data Mining},
pages = {1003--1008},
editors = {H. Xiong, G. Karypis, B. M. Thuraisingham, D. J. Cook and X. Wu},
publisher = {IEEE Computer Society},
year = {2013}
}
@inproceedings{ParaschosDP2013,
title = {A probabilistic approach to robot trajectory generation},
author = {Paraschos, A. and Neumann, G. and Peters, J.},
booktitle = {Proceedings of the 13th IEEE International Conference on Humanoid Robots (HUMANOIDS)},
pages = {477--483},
publisher = {IEEE},
year = {2013}
}
@inproceedings{SraHLMZK2013,
title = {Geometric optimisation on positive definite matrices for elliptically contoured distributions},
author = {Sra, S. and Hosseini, R.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {2562--2570},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{Hennig2012,
title = {Fast Probabilistic Optimization from Noisy Gradients},
author = {Hennig, P.},
booktitle = {Proceedings of The 30th International Conference on Machine Learning, JMLR W\&CP 28(1)},
pages = {62–70},
editors = {S Dasgupta and D McAllester},
year = {2013}
}
@inproceedings{GomezRodriguezLS2013b,
title = {Structure and Dynamics of Information Pathways in On-line Media},
author = {Gomez Rodriguez, M. and Leskovec, J. and Sch{\"o}lkopf, B.},
booktitle = {6th ACM International Conference on Web Search and Data Mining (WSDM)},
pages = {23-32},
editors = {S Leonardi, A Panconesi, P Ferragina, and A Gionis},
publisher = {ACM},
year = {2013}
}
@inproceedings{SeldinSAACJ2013,
title = {Evaluation and Analysis of the Performance of the EXP3 Algorithm in Stochastic Environments},
author = {Seldin, Y. and Szepesvári, C. and Auer, P. and Abbasi-Yadkori, Y.},
booktitle = {Proceedings of the Tenth European Workshop on Reinforcement Learning },
pages = {103-116},
editors = {MP Deisenroth and C Szepesvári and J Peters},
publisher = {JMLR},
year = {2013}
}
@inproceedings{ZhangSMW2013,
title = {Domain adaptation under Target and Conditional Shift},
author = {Zhang, K. and Sch{\"o}lkopf, B. and Muandet, K. and Wang, Z.},
booktitle = {Proceedings of the 30th International Conference on Machine Learning, W\&CP 28 (3)},
pages = {819–827},
editors = {S Dasgupta and D McAllester},
publisher = {JMLR},
year = {2013}
}
@inproceedings{MooijJS2013,
title = {From Ordinary Differential Equations to Structural Causal Models: the deterministic case },
author = {Mooij, J. and Janzing, D. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the Twenty-Ninth Conference Annual Conference on Uncertainty in Artificial Intelligence},
pages = {440-448},
editors = {A Nicholson and P Smyth},
publisher = {AUAI Press},
address = {Corvallis, Oregon},
year = {2013}
}
@inproceedings{SchulerBHS2013,
title = {A machine learning approach for non-blind image deconvolution},
author = {Schuler, CJ. and Burger, HC. and Harmeling, S. and Sch{\"o}lkopf, B.},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition},
pages = {1067-1074},
publisher = {IEEE},
year = {2013}
}
@inproceedings{DanielNP2013,
title = {Autonomous Reinforcement Learning with Hierarchical REPS},
author = {Daniel, C. and Neumann, G. and Peters, J.},
booktitle = {Proceedings of the 2013 International Joint Conference on Neural Networks (IJCNN 2013)},
pages = {1--8},
year = {2013}
}
@inproceedings{FeragenPGDPBdSKWL2013,
title = {Geometric Tree Kernels: Classification of COPD from Airway Tree Geometry},
author = {Feragen, A. and Petersen, J. and Grimm, D. and Dirksen, A. and Pedersen, JH. and Borgwardt, KM. and de Bruijne, M.},
booktitle = {Information Processing in Medical Imaging},
pages = {171-183},
editors = {JC Gee and S Joshi and KM Pohl and WM Wells and L Z{\"o}llei},
publisher = {Springer},
address = {Berlin Heidelberg},
year = {2013},
note = {Lecture Notes in Computer Science, Vol. 7017}
}
@inproceedings{ZhangWS2013,
title = {On estimation of functional causal models: Post-nonlinear causal model as an example},
author = {Zhang, K. and Wang, Z. and Sch{\"o}lkopf, B.},
booktitle = {First IEEE ICDM workshop on causal discovery },
year = {2013},
note = {Held in conjunction with the 12th IEEE International Conference on Data Mining (ICDM 2013)}
}
@inproceedings{vanHoofKP2013,
title = {Object Modeling and Segmentation by Robot Interaction with Cluttered Environments},
author = {van Hoof, H. and Kr{\"o}mer, O. and Peters, J.},
booktitle = {Proceedings of the IEEE International Conference on Humanoid Robots (HUMANOIDS)},
pages = {169--176},
publisher = {IEEE},
year = {2013}
}
@inproceedings{JegelkaBSLMZK2013,
title = {Reflection methods for user-friendly submodular optimization},
author = {Jegelka, S. and Bach, F. and Sra, S.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {1313--1321},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{KupcsikDPN2013,
title = {Data-Efficient Generalization of Robot Skills with Contextual Policy Search},
author = {Kupcsik, AG. and Deisenroth, MP. and Peters, J. and Neumann, G.},
booktitle = {Proceedings of the 27th National Conference on Artificial Intelligence (AAAI 2013)},
editors = {desJardins, M. and Littman, M. L.},
publisher = {AAAI Press},
year = {2013}
}
@inproceedings{MuandetS2013,
title = {One-class Support Measure Machines for Group Anomaly Detection},
author = {Muandet, K. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings 29th Conference on Uncertainty in Artificial Intelligence (UAI)},
pages = {449-458},
editors = {Ann Nicholson and Padhraic Smyth},
publisher = {AUAI Press},
address = {Corvallis, Oregon},
year = {2013}
}
@inproceedings{GomezRodriguezLS2013,
title = {Modeling Information Propagation with Survival Theory},
author = {Gomez Rodriguez, M. and Leskovec, J. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 30th International Conference on Machine Learning, JMLR W\&CP 28 (3)},
pages = {666-674},
editors = {S Dasgupta and D McAllester},
publisher = {JMLR},
year = {2013}
}
@inproceedings{GrosseWentrupHZHS2013,
title = {How to Test the Quality of Reconstructed Sources in Independent Component Analysis (ICA) of EEG/MEG Data},
author = {Grosse-Wentrup, M. and Harmeling, S. and Zander, T. and Hill, J. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 3rd International Workshop on Pattern Recognition in NeuroImaging (PRNI)},
pages = {102-105},
publisher = {IEEE Xplore Digital Library},
year = {2013}
}
@inproceedings{SgouritsaJPS2013,
title = {Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders },
author = {Sgouritsa, E. and Janzing, D. and Peters, J. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence (UAI)},
pages = {556-565},
editors = {A Nicholson and P Smyth},
publisher = {AUAI Press Corvallis},
address = {Oregon, USA},
year = {2013}
}
@inproceedings{KohlerHSH2013,
title = {Improving alpha matting and motion blurred foreground estimation},
author = {K{\"o}hler, R. and Hirsch, M. and Sch{\"o}lkopf, B. and Harmeling, S.},
booktitle = {IEEE Conference on Image Processing (ICIP)},
pages = {3446-3450},
publisher = {IEEE},
year = {2013}
}
@inproceedings{PetersKMKN2013,
title = {Towards Robot Skill Learning: From Simple Skills to Table Tennis},
author = {Peters, J. and Kober, J. and M{\"u}lling, K. and Kroemer, O. and Neumann, G.},
booktitle = {Machine Learning and Knowledge Discovery in Databases, Proceedings of the European Conference on Machine Learning, Part III (ECML 2013)},
volume = {LNCS 8190},
pages = {627-631},
editors = {Blockeel, H.,Kersting, K., Nijssen, S., and Zelezn{\'{y}}, F.},
publisher = {Springer},
year = {2013}
}
@inproceedings{KlenskeZSH2013,
title = {Nonparametric dynamics estimation for time periodic systems},
author = {Klenske, E. and Zeilinger, M. and Sch{\"o}lkopf, B. and Hennig, P.},
booktitle = {Proceedings of the 51st Annual Allerton Conference on Communication, Control, and Computing},
pages = {486--493 },
year = {2013}
}
@inproceedings{FeragenKPdBLMZK2013,
title = {Scalable kernels for graphs with continuous attributes},
author = {Feragen, A. and Kasenburg, N. and Petersen, J. and de Bruijne, M. and Borgwardt, KM.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {216--224},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{SchultzGIYCN2013,
title = {Auto-Calibrating Spherical Deconvolution Based on ODF Sparsity},
author = {Schultz, T. and Gr{\"o}schel, S.},
booktitle = {Proceedings of Medical Image Computing and Computer-Assisted Intervention, Part I},
pages = {663--670},
editors = {K Mori and I Sakuma and Y Sato and C Barillot and N Navab},
publisher = {Springer},
year = {2013},
note = {Lecture Notes in Computer Science, vol. 8149}
}
@inproceedings{MuandetBS2012,
title = {Domain Generalization via Invariant Feature Representation},
author = {Muandet, K. and Balduzzi, D. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 30th International Conference on Machine Learning, W\&CP 28(1)},
pages = {10-18},
editors = {S Dasgupta and D McAllester},
publisher = {JMLR},
year = {2013},
note = {Volume 28, number 1}
}
@inproceedings{DanielsNP2013,
title = {Learning Sequential Motor Tasks},
author = {Daniel, C. and Neumann, G. and Peters, J.},
booktitle = {Proceedings of 2013 IEEE International Conference on Robotics and Automation (ICRA 2013)},
year = {2013}
}
@inproceedings{NeumannKDP2013,
title = {Information-Theoretic Motor Skill Learning},
author = {Neumann, G. and Kupcsik, AG. and Deisenroth, MP. and Peters, J.},
booktitle = {Proceedings of the 27th AAAI 2013, Workshop on Intelligent Robotic Systems (AAAI 2013)},
year = {2013}
}
@inproceedings{SugiyamaB2013,
title = {Measuring Statistical Dependence via the Mutual Information Dimension},
author = {Sugiyama, M. and Borgwardt, KM.},
booktitle = {Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013)},
pages = {1692-1698},
editors = {Francesca Rossi},
publisher = {AAAI Press},
address = {Menlo Park, California},
year = {2013}
}
@inproceedings{BangertHO2013_2,
title = {Analytical probabilistic proton dose calculation and range uncertainties},
author = {Bangert, M. and Hennig, P. and Oelfke, U.},
booktitle = {17th International Conference on the Use of Computers in Radiation Therapy},
pages = {6--11},
editors = {A. Haworth and T. Kron},
year = {2013}
}
@inproceedings{KpotufeGLMZK2013,
title = {Adaptivity to Local Smoothness and Dimension in Kernel Regression},
author = {Kpotufe, S. and Garg, V.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {3075--3083},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{BesserveLSLMZK2013,
title = {Statistical analysis of coupled time series with Kernel Cross-Spectral Density operators},
author = {Besserve, M. and Logothetis, N. and Sch{\"o}lkopf, B.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {2535--2543},
editors = {C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.Q. Weinberger},
year = {2013}
}
@inproceedings{RakitschLBSLMZK2013,
title = {It is all in the noise: Efficient multi-task Gaussian process inference with structured residuals},
author = {Rakitsch, B. and Lippert, C. and Borgwardt, KM. and Stegle, O.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {1466--1474},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{EnglertPPD2013,
title = {Model-based Imitation Learning by Probabilistic Trajectory Matching},
author = {Englert, P. and Paraschos, A. and Peters, J. and Deisenroth, MP.},
booktitle = {Proceedings of 2013 IEEE International Conference on Robotics and Automation (ICRA 2013)},
pages = {1922--1927},
year = {2013}
}
@inproceedings{ZanderBSG2013,
title = {Towards neurofeedback for improving visual attention},
author = {Zander, TO. and Battes, B. and Sch{\"o}lkopf, B. and Grosse-Wentrup, M.},
booktitle = {Proceedings of the Fifth International Brain-Computer Interface Meeting: Defining the Future},
pages = {Article ID: 086},
editors = {J.d.R. Millán, S. Gao, R. M{\"u}ller-Putz, J.R. Wolpaw, and J.E. Huggins},
publisher = {Verlag der Technischen Universit{\"a}t Graz},
year = {2013},
note = {Article ID: 086}
}
@inproceedings{JungZMVJP2013,
title = {A Guided Hybrid Genetic Algorithm for Feature Selection with Expensive Cost Functions},
author = {Jung, M. and Zscheischler, J.},
booktitle = {Proceedings of the International Conference on Computational Science},
volume = {18},
pages = {2337 - 2346},
series = {Procedia Computer Science},
editors = {Alexandrov, V and Lees, M and Krzhizhanovskaya, V and Dongarra, J and Sloot, PMA},
publisher = {Elsevier},
address = {Amsterdam, Netherlands},
year = {2013}
}
@inproceedings{BenAmorVEBJP2013,
title = {Learning responsive robot behavior by imitation},
author = {Ben Amor, H. and Vogt, D. and Ewerton, M. and Berger, E. and Jung, B. and Peters, J.},
booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2013)},
pages = {3257--3264},
publisher = {IEEE},
year = {2013}
}
@inproceedings{PetersKMKN2013_2,
title = {Learning Skills with Motor Primitives},
author = {Peters, J. and Kober, J. and M{\"u}lling, K. and Kroemer, O. and Neumann, G.},
booktitle = {Proceedings of the 16th Yale Workshop on Adaptive and Learning Systems},
year = {2013}
}
@inproceedings{DuSGZ2013,
title = {Scalable Influence Estimation in Continuous-Time Diffusion Networks},
author = {Du, N. and Song, L. and Gomez Rodriguez, M. and Zha, H.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {3147--3155},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{SugiyamaB2013_2,
title = {Rapid Distance-Based Outlier Detection via Sampling},
author = {Sugiyama, M. and Borgwardt, KM.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {467-475},
editors = { C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{ParaschosDPN2013,
title = {Probabilistic Movement Primitives},
author = {Paraschos, A. and Daniel, C. and Peters, J. and Neumann, G.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {2616--2624},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{PetersJSLMZK2013,
title = {Causal Inference on Time Series using Restricted Structural Equation Models},
author = {Peters, J. and Janzing, D. and Sch{\"o}lkopf, B.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {154-162},
editors = {C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.Q. Weinberger},
year = {2013}
}
@inproceedings{KpotufeOLMZK2013,
title = {Regression-tree Tuning in a Streaming Setting},
author = {Kpotufe, S. and Orabona, F.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {1788--1796},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{vonLuxburgALMZK2013,
title = {Density estimation from unweighted k-nearest neighbor graphs: a roadmap},
author = {von Luxburg, U. and Alamgir, M.},
booktitle = {Advances in Neural Information Processing Systems 26},
pages = {225--233},
editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger},
year = {2013}
}
@inproceedings{MehAbbIza13,
title = {Automatic Malaria Diagnosis system},
author = {Mehrjou, A. and Abbasian, T. and Izadi, M.},
booktitle = {First RSI/ISM International Conference on Robotics and Mechatronics (ICRoM)},
pages = {205--211},
year = {2013}
}
@conference{GeneweinB2013_3,
title = {Abstraction in Decision-Makers with Limited Information Processing Capabilities},
author = {Genewein, T and Braun, DA},
pages = {1-9},
month = dec,
year = {2013},
url = {http://www.kyb.tuebingen.mpg.defileadmin/user_upload/files/publications/2013/NIPS-2013-Workshop-Genewein.pdf},
month_numeric = {12}
}
@conference{GrauMoyaB2013,
title = {Bounded Rational Decision-Making in Changing Environments},
author = {Grau-Moya, J and Braun, DA},
pages = {1-9},
month = dec,
year = {2013},
url = {http://www.kyb.tuebingen.mpg.defileadmin/user_upload/files/publications/2013/NIPS-2013-Workshop-Grau.pdf},
month_numeric = {12}
}