@inbook{Petersetal17,
title = {Robot Learning},
author = {Peters, J. and Lee, D. and Kober, J. and Nguyen-Tuong, D. and Bagnell, J. and Schaal, S.},
booktitle = {Springer Handbook of Robotics},
pages = {357--394},
chapter = {15},
edition = {2nd},
editors = {Siciliano, Bruno and Khatib, Oussama},
publisher = {Springer International Publishing},
year = {2017}
}
@inbook{PetBag17,
title = {Policy Gradient Methods},
author = {Peters, J. and Bagnell, J.A.},
booktitle = {Encyclopedia of Machine Learning and Data Mining},
pages = {982--985},
edition = {2nd},
editors = {Sammut, Claude and Webb, Geoffrey I.},
publisher = {Springer US},
year = {2017},
url = {https://link.springer.com/referenceworkentry/10.1007/978-1-4899-7687-1_646}
}
@inbook{FlaFomBulChu16,
title = {Unsupervised clustering of EOG as a viable substitute for optical eye-tracking},
author = {Flad, N. and Fomina, T. and B{\"u}lthoff, H. H. and Chuang, L. L.},
booktitle = {First Workshop on Eye Tracking and Visualization (ETVIS 2015)},
pages = {151--167},
series = {Mathematics and Visualization},
editors = {Burch, M., Chuang, L., Fisher, B., Schmidt, A., and Weiskopf, D.},
publisher = {Springer},
year = {2017}
}
@inbook{Janzing17,
title = {Statistical Asymmetries Between Cause and Effect},
author = {Janzing, D.},
booktitle = {Time in Physics},
pages = {129--139},
series = {Tutorials, Schools, and Workshops in the Mathematical Sciences},
editors = {Renner, Renato and Stupar, Sandra},
publisher = {Springer International Publishing},
address = {Cham},
year = {2017},
url = {https://link.springer.com/chapter/10.1007/978-3-319-68655-4_8}
}
@inbook{PetTedRoyMor17,
title = {Robot Learning},
author = {Peters, J. and Tedrake, R. and Roy, N. and Morimoto, J.},
booktitle = {Encyclopedia of Machine Learning and Data Mining},
pages = {1106--1109},
edition = {2nd},
editors = {Sammut, Claude and Webb, Geoffrey I.},
publisher = {Springer US},
year = {2017}
}
@techreport{Bousquetetal17,
title = {From Optimal Transport to Generative Modeling: the VEGAN cookbook},
author = {Bousquet, Olivier and Gelly, Sylvain and Tolstikhin, Ilya and Simon-Gabriel, Carl Johann and Sch{\"o}lkopf, Bernhard},
year = {2017}
}
@inbook{CharpiatHS2012,
title = {Kernel methods in medical imaging},
author = {Charpiat, G. and Hofmann, M. and Sch{\"o}lkopf, B.},
booktitle = {Handbook of Biomedical Imaging},
pages = {63-81},
chapter = {4},
editors = {Paragios, N., Duncan, J. and Ayache, N.},
publisher = {Springer},
address = {Berlin, Germany},
month = jun,
year = {2015},
url = {http://www.springer.com/computer/image+processing/book/978-0-387-09748-0},
month_numeric = {6}
}
@inbook{ODoSch2015,
title = {Statistical and Machine Learning Methods for Neuroimaging: Examples, Challenges, and Extensions to Diffusion Imaging Data},
author = {O'Donnell, L. J. and Schultz, T.},
booktitle = {Visualization and Processing of Higher Order Descriptors for Multi-Valued Data},
pages = {299--319},
editors = {Hotz, I. and Schultz, T.},
publisher = {Springer},
year = {2015}
}
@techreport{abbott2015cosmology,
title = {Cosmology from Cosmic Shear with DES Science Verification Data},
author = {Abbott, T. and Abdalla, F. B. and Allam, S. and Amara, A. and Annis, J. and Armstrong, R. and Bacon, D. and Banerji, M. and Bauer, A. H. and Baxter, E. and others},
journal = {arXiv preprint arXiv:1507.05552},
year = {2015},
url = {http://arxiv.org/abs/1507.05552}
}
@techreport{jarvis2015science,
title = {The DES Science Verification Weak Lensing Shear Catalogs},
author = {Jarvis, M. and Sheldon, E. and Zuntz, J. and Kacprzak, T. and Bridle, S. L. and Amara, A. and Armstrong, R. and Becker, M. R. and Bernstein, G. M. and Bonnett, C. and others},
journal = {arXiv preprint arXiv:1507.05603},
year = {2015},
url = {http://arxiv.org/abs/1507.05603}
}
@inbook{JanSteShaSch15,
title = {Justifying Information-Geometric Causal Inference},
author = {Janzing, D. and Steudel, B. and Shajarisales, N. and Sch{\"o}lkopf, B.},
booktitle = {Measures of Complexity: Festschrift for Alexey Chervonenkis},
pages = {253--265},
chapter = {18},
editors = {Vovk, V., Papadopoulos, H. and Gammerman, A.},
publisher = {Springer},
year = {2015}
}
@inbook{GrosseWentrupSBG2013,
title = {A Review of Performance Variations in SMR-Based Brain–Computer Interfaces (BCIs)},
author = {Grosse-Wentrup, M. and Sch{\"o}lkopf, B.},
booktitle = {Brain-Computer Interface Research},
pages = {39-51},
chapter = {4},
series = {SpringerBriefs in Electrical and Computer Engineering},
editors = {Guger, C., Allison, B. Z. and Edlinger, G.},
publisher = {Springer},
year = {2013}
}
@inbook{ScholkopfJPSZMV2013,
title = {Semi-supervised learning in causal and anticausal settings},
author = {Sch{\"o}lkopf, B. and Janzing, D. and Peters, J. and Sgouritsa, E. and Zhang, K. and Mooij, J.},
booktitle = {Empirical Inference},
pages = {129--141},
chapter = {13},
series = {Festschrift in Honor of Vladimir Vapnik},
editors = {Sch{\"o}lkopf, B., Luo, Z. and Vovk, V.},
publisher = {Springer},
year = {2013}
}
@inbook{SraR2013,
title = {Tractable large-scale optimization in machine learning},
author = {Sra, S.},
booktitle = {Tractability: Practical Approaches to Hard Problems},
pages = {202--230},
chapter = {7},
editors = {Bordeaux, L., Hamadi , Y., Kohli, P. and Mateescu, R. },
publisher = {Cambridge University Press },
year = {2013}
}
@techreport{Hennig2013,
title = {Animating Samples from Gaussian Distributions},
author = {Hennig, P.},
number = {8},
institution = {Max Planck Institute for Intelligent Systems, Tübingen, Germany},
year = {2013}
}
@proceedings{DeisenrothSP2013,
title = {Proceedings of the 10th European Workshop on Reinforcement Learning, Volume 24 },
author = {Deisenroth, MP. and Szepesvári, C. and Peters, J.},
pages = {173},
publisher = {JMLR},
year = {2013}
}
@techreport{Hogg_Kepler13_1,
title = {Maximizing Kepler science return per telemetered pixel: Detailed models of the focal plane in the two-wheel era},
author = {Hogg, D. W. and Angus, R. and Barclay, T. and Dawson, R. and Fergus, R. and Foreman-Mackey, D. and Harmeling, S. and Hirsch, M. and Lang, D. and Montet, B. T. and Schiminovich, D. and Sch{\"o}lkopf, B.},
journal = {arXiv:1309.0653},
year = {2013},
url = {http://arxiv.org/abs/1309.0653}
}
@techreport{Hogg_Kepler13_2,
title = {Maximizing Kepler science return per telemetered pixel: Searching the habitable zones of the brightest stars},
author = {Montet, B. T. and Angus, R. and Barclay, T. and Dawson, R. and Fergus, R. and Foreman-Mackey, D. and Harmeling, S. and Hirsch, M. and Hogg, D. W. and Lang, D. and Schiminovich, D. and Sch{\"o}lkopf, B.},
journal = {arXiv:1309.0654},
year = {2013},
url = {http://arxiv.org/abs/1309.0654}
}
@inbook{SelSch13,
title = {On the Relations and Differences between Popper Dimension, Exclusion Dimension and VC-Dimension},
author = {Seldin, Y. and Sch{\"o}lkopf, B.},
booktitle = {Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik},
pages = {53-57},
chapter = {6},
editors = {Sch{\"o}lkopf, B., Luo, Z. and Vovk, V.},
publisher = {Springer},
year = {2013}
}
@techreport{1462,
title = {View-based cognitive mapping and path planning},
author = {Sch{\"o}lkopf, B. and Mallot, HA.},
number = {7},
organization = {Max-Planck-Gesellschaft},
institution = {Max Planck Institute for Biological Cybernetics Tübingen},
school = {Biologische Kybernetik},
month = nov,
year = {1994},
note = {This technical report has also been published elsewhere},
month_numeric = {11}
}