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volume = {LNCS 8693},
pages = {331-346},
series = {Lecture Notes in Computer Science},
editors = {Fleet, David and Pajdla, Tomas and Schiele, Bernt and Tuytelaars, Tinne},
publisher = {Springer},
month = sep,
year = {2014},
month_numeric = {9}
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title = {Probabilistic Progress Bars},
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booktitle = {Conference on Pattern Recognition (GCPR)},
volume = { 8753},
pages = {331--341},
series = {Lecture Notes in Computer Science},
editors = {Jiang, X., Hornegger, J., and Koch, R.},
publisher = {Springer},
month = sep,
year = {2014},
month_numeric = {9}
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title = {Seeing the Arrow of Time},
author = {Pickup, L.C. and Zheng, P. and Donglai, W. and YiChang, S. and Changshui, Z. and Zisserman, A. and Sch{\"o}lkopf, B. and Freeman, W.T.},
booktitle = {Computer Vision and Pattern Recognition (CVPR), 2014 IEEE Conference on},
pages = {2043--2050},
publisher = {{IEEE}},
month = jun,
year = {2014},
month_numeric = {6}
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title = {Probabilistic Solutions to Differential Equations and their Application to Riemannian Statistics},
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pages = {347-355},
series = {JMLR: Workshop and Conference Proceedings},
editors = { S Kaski and J Corander},
publisher = {Microtome Publishing},
address = {Brookline, MA},
month = apr,
year = {2014},
url = {http://jmlr.org/proceedings/papers/v33/hennig14.pdf},
month_numeric = {4}
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title = {A Visual Analytics Approach to Study Anatomic Covariation},
author = {Hermann, M. and Schunke, AC. and Schultz, T. and Klein, R.},
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title = {Juggling revisited — A voxel based morphometry study with expert jugglers},
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title = {Assessing attention and cognitive function in completely locked-in state with event-related brain potentials and epidural electrocorticography},
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pages = {026006},
year = {2014}
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title = {Identifiability of {G}aussian Structural Equation Models with Equal Error Variances},
author = {Peters, J. and B{\"u}hlman, P.},
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number = {1},
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year = {2014}
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title = {Quantifying the effect of intertrial dependence on perceptual decisions},
author = {Fr{\"u}nd, I. and Wichmann, FA. and Macke, JH.},
journal = {Journal of Vision},
volume = {14},
number = {7},
pages = {1-16},
year = {2014},
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title = {Two numerical models designed to reproduce Saturn ring temperatures as measured by Cassini-CIRS},
author = {Altobelli, N. and Lopez-Paz, D. and Pilorz, S. and Spilker, lJ. and Morishima, R. and Brooks, S. and Leyrat, C. and Deau, E. and Edgington, S. and Flandes, A.},
journal = {Icarus},
volume = {238},
number = {0},
pages = {205 - 220},
year = {2014},
url = {http://www.sciencedirect.com/science/article/pii/S0019103514002231}
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title = {Multi-Task Feature Selection on Multiple Networks via Maximum Flows},
author = {Sugiyama, M. and Azencott, C-A. and Grimm, D. and Kawahara, Y. and Borgwardt, KM.},
booktitle = {Proceedings of the 2014 SIAM International Conference on Data Mining },
pages = {199-207},
year = {2014}
}
@inproceedings{GomezRodriguezGS2014,
title = {Quantifying Information Overload in Social Media and its Impact on Social Contagions},
author = {Gomez Rodriguez, M. and Gummadi, K. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the Eighth International Conference on Weblogs and Social Media},
pages = {170-179},
editors = {E. Adar, P. Resnick, M. De Choudhury, B. Hogan, and A. Oh},
publisher = {AAAI Press},
year = {2014}
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title = {Estimating Diffusion Network Structures: Recovery Conditions, Sample Complexity & Soft-thresholding Algorithm},
author = {Daneshmand, H. and Gomez Rodriguez, M. and Song, L. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 31st International Conference on Machine Learning, W\&CP 32 (1)},
pages = {793-801},
editors = {Eric P. Xing and Tony Jebara},
publisher = {JMLR},
year = {2014}
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title = {Interaction Primitives for Human-Robot Cooperation Tasks},
author = {Ben Amor, H. and Neumann, G. and Kamthe, S. and Kroemer, O. and Peters, J.},
booktitle = {Proceedings of 2014 IEEE International Conference on Robotics and Automation},
pages = {2831--2837},
publisher = {IEEE},
year = {2014}
}
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title = {Learning to Predict Phases of Manipulation Tasks as Hidden States},
author = {Kroemer, O. and van Hoof, H. and Neumann, G. and Peters, J.},
booktitle = {Proceedings of 2014 IEEE International Conference on Robotics and Automation},
pages = {4009--4014},
publisher = {IEEE},
year = {2014}
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@inproceedings{WiensSSS2014,
title = {Visualizing Uncertainty in HARDI Tractography Using Superquadric Streamtubes},
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booktitle = {Eurographics Conference on Visualization, Short Papers},
editors = {Elmqvist, N. and Hlawitschka, M. and Kennedy, J.},
year = {2014},
url = {http://diglib.eg.org/bitstream/handle/10.2312/eurovisshort.20141154.037-041/037-041.pdf?sequence=1}
}
@inproceedings{DoranMZS2014,
title = {A Permutation-Based Kernel Conditional Independence Test},
author = {Doran, G. and Muandet, K. and Zhang, K. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence (UAI2014)},
pages = {132--141},
editors = {Nevin L. Zhang and Jin Tian},
publisher = {AUAI Press Corvallis},
address = {Oregon},
year = {2014}
}
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title = {A unifying view of representer theorems},
author = {Argyriou, A. and Dinuzzo, F.},
booktitle = {Proceedings of the 31th International Conference on Machine Learning},
volume = {32},
pages = {748--756},
editors = {Xing, E. P. and Jebera, T.},
year = {2014}
}
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title = {Riemannian Sparse Coding for Positive Definite Matrices },
author = {Cherian, A. and Sra, S.},
booktitle = {13th European Conference on Computer Vision},
volume = {LNCS 8691},
pages = {299-314},
editors = { Fleet, D., Pajdla, T., Schiele, B., and Tuytelaars, T.},
publisher = {Springer},
year = {2014}
}
@inproceedings{SchoberDH2014,
title = {Probabilistic {ODE} Solvers with Runge-Kutta Means},
author = {Schober, M. and Duvenaud, D. and Hennig, P.},
booktitle = {Advances in Neural Information Processing Systems 27},
pages = {739-747},
editors = {Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence and K.Q. Weinberger},
publisher = {Curran Associates, Inc.},
year = {2014},
url = {http://papers.nips.cc/paper/5451-probabilistic-ode-solvers-with-runge-kutta-means.pdf}
}
@inproceedings{KohlerSSHJR2014,
title = {Mask-Specific Inpainting with Deep Neural Networks},
author = {K{\"o}hler, R. and Schuler, C. and Sch{\"o}lkopf, B. and Harmeling, S.},
booktitle = {Pattern Recognition (GCPR 2014)},
pages = {523-534},
editors = {X Jiang, J Hornegger, and R Koch},
publisher = {Springer},
year = {2014},
note = {Lecture Notes in Computer Science}
}
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title = {{CAM}: Causal Additive Models, high-dimensional order search and penalized regression},
author = {{B{\"u}hlmann}, P and Peters, J. and Ernest, J.},
journal = {Annals of Statistics},
volume = {42},
number = {6},
pages = {2526-2556},
year = {2014}
}
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title = {Policy Evaluation with Temporal Differences: A Survey and Comparison},
author = {Dann, C. and Neumann, G. and Peters, J.},
journal = {Journal of Machine Learning Research},
volume = {15},
pages = {809-883},
year = {2014}
}
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title = {Uncovering the Structure and Temporal Dynamics of Information Propagation},
author = {Gomez Rodriguez, M. and Leskovec, J. and Balduzzi, D. and Sch{\"o}lkopf, B.},
journal = {Network Science},
volume = {2},
number = {1},
pages = {26-65},
year = {2014}
}
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title = {Causal discovery via reproducing kernel Hilbert space embeddings},
author = {Chen, Z. and Zhang, K. and Chan, L. and Sch{\"o}lkopf, B.},
journal = {Neural Computation},
volume = {26},
number = {7},
pages = {1484-1517},
year = {2014}
}
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title = {Randomized Nonlinear Component Analysis},
author = {Lopez-Paz, D. and Sra, S. and Smola, A. and Ghahramani, Z. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 31st International Conference on Machine Learning, W\&CP 32 (1)},
pages = {1359-1367},
editors = {Eric P. Xing and Tony Jebara},
publisher = {JMLR},
year = {2014}
}
@inproceedings{WeichwaldSBG2014,
title = {Causal and Anti-Causal Learning in Pattern Recognition for Neuroimaging},
author = {Weichwald, S. and Sch{\"o}lkopf, B. and Ball, T. and Grosse-Wentrup, M.},
booktitle = {4th International Workshop on Pattern Recognition in Neuroimaging (PRNI)},
publisher = {IEEE },
year = {2014}
}
@inproceedings{CalandraGSPD2014,
title = {Bayesian Gait Optimization for Bipedal Locomotion},
author = {Calandra, R. and Gopalan, N. and Seyfarth, A. and Peters, J. and Deisenroth, MP.},
booktitle = {Proceedings of the 8th International Conference on Learning and Intelligent Optimization },
volume = {LNCS 8426},
pages = {274--290},
series = {Lecture Notes in Computer Science},
editors = {Pardalos, PM., Resende, MGC., Vogiatzis, C., and Walteros, JL.},
publisher = {Springer},
year = {2014}
}
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title = {Learning Manipulation by Sequencing Motor Primitives with a Two-Armed Robot},
author = {Lioutikov, R. and Kroemer, O. and Peters, J. and Maeda, GH.},
booktitle = {Proceedings of the 13th International Conference on Intelligent Autonomous Systems},
volume = {302},
pages = {1601--1611},
series = {Advances in Intelligent Systems and Computing},
editors = {Menegatti, E., Michael, N., Berns, K., Yamaguchi, H.},
publisher = {Springer},
year = {2014}
}
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title = {Impact of Large-Scale Climate Extremes on Biospheric Carbon Fluxes: An Intercomparison Based on MsTMIP Data},
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year = {2014}
}
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title = {A Brain-Computer Interface Based on Self-Regulation of Gamma-Oscillations in the Superior Parietal Cortex},
author = {Grosse-Wentrup, M. and Sch{\"o}lkopf, B.},
journal = {Journal of Neural Engineering},
volume = {11},
number = {5},
pages = {056015},
year = {2014}
}
@inproceedings{MuandetSS2014,
title = {Kernel Mean Estimation via Spectral Filtering},
author = {Muandet, K. and Sriperumbudur, B. and Sch{\"o}lkopf, B.},
booktitle = {Advances in Neural Information Processing Systems 27},
pages = {1--9},
editors = {Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence and K.Q. Weinberger},
publisher = {Curran Associates, Inc.},
year = {2014},
url = {http://papers.nips.cc/paper/5239-kernel-mean-estimation-via-spectral-filtering.pdf}
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title = {Shaping Social Activity by Incentivizing Users},
author = {Farajtabar, M. and Du, N. and Gomez Rodriguez, M. and Valera, I. and Zha, H. and Song, L.},
booktitle = {Advances in Neural Information Processing Systems 27},
editors = {Ghahramani, Z., Welling, M., Cortes, C., Lawrence, ND., and Weinberger, KQ.},
publisher = {Curran Associates, Inc.},
year = {2014},
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}
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title = {Consistency of Causal Inference under the Additive Noise Model},
author = {Kpotufe, S. and Sgouritsa, E. and Janzing, D. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 31st International Conference on Machine Learning, W\&CP 32 (1)},
pages = {478-495},
editors = {Eric P. Xing and Tony Jebara},
publisher = {JMLR},
year = {2014}
}
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title = {On power law distributions in large-scale taxonomies},
author = {Babbar, R. and Metzig, C. and Partalas, I. and Gaussier, E. and Amini, M-R.},
journal = {SIGKDD Explorations, Special Issue on Big Data},
volume = {16},
number = {1},
pages = {47-56},
year = {2014}
}
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title = {Predicting Motor Learning Performance from Electroencephalographic Data},
author = {Meyer, T. and Peters, J. and Zander, TO. and Sch{\"o}lkopf, B. and Grosse-Wentrup, M.},
journal = {Journal of NeuroEngineering and Rehabilitation},
volume = {11:24},
year = {2014}
}
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title = {Active Learning of Linear Embeddings for Gaussian Processes},
author = {Garnett, R. and Osborne, M. and Hennig, P.},
booktitle = {Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence},
pages = {230-239},
editors = {NL Zhang and J Tian},
publisher = {AUAI Press },
address = {Corvallis, Oregon},
year = {2014},
note = {another link: http://arxiv.org/abs/1310.6740}
}
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title = {Special issue on autonomous grasping and manipulation},
author = {Ben Amor, H. and Saxena, A. and Hudson, N. and Peters, J.},
journal = {Autonomous Robots},
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number = {1-2},
pages = {1-3},
year = {2014}
}
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title = {Evaluation of Positron Emission Tomographic Tracers for Imaging of Papillomavirus-Induced Tumors in Rabbits},
author = {Probst, S. and Wiehr, S. and Mantlik, F. and Schmidt, H. and Kolb, A. and M{\"u}nch, P. and Delcuratolo, M. and Stubenrauch, F. and Pichler, BJ. and Iftner, T.},
journal = {Molecular Imaging},
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number = {1},
pages = {1536-0121},
year = {2014}
}
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title = {Decoding Index Finger Position from EEG Using Random Forests},
author = {Weichwald, S. and Meyer, T. and Sch{\"o}lkopf, B. and Ball, T. and Grosse-Wentrup, M.},
booktitle = {4th International Workshop on Cognitive Information Processing (CIP)},
publisher = {IEEE},
year = {2014}
}
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title = {An Experimental Comparison of Bayesian Optimization for Bipedal Locomotion},
author = {Calandra, R. and Seyfarth, A. and Peters, J. and Deisenroth, MP.},
booktitle = {Proceedings of 2014 IEEE International Conference on Robotics and Automation},
pages = {1951--1958},
publisher = {IEEE},
year = {2014}
}
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title = {Multi-Task Policy Search for Robotics},
author = {Deisenroth, MP. and Englert, P. and Peters, J. and Fox, D.},
booktitle = {Proceedings of 2014 IEEE International Conference on Robotics and Automation},
pages = {3876--3881},
publisher = {IEEE},
year = {2014}
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title = {Sample-Based Information-Theoretic Stochastic Optimal Control},
author = {Lioutikov, R. and Paraschos, A. and Peters, J. and Neumann, G.},
booktitle = {Proceedings of 2014 IEEE International Conference on Robotics and Automation},
pages = {3896--3902},
publisher = {IEEE},
year = {2014}
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title = {Extreme events in gross primary production: a characterization across continents},
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journal = {Biogeosciences},
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title = {Probabilistic Shortest Path Tractography in DTI~Using Gaussian Process ODE Solvers},
author = {Schober, M. and Kasenburg, N. and Feragen, A. and Hennig, P. and Hauberg, S.},
booktitle = {Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2014, Lecture Notes in Computer Science Vol. 8675},
pages = {265-272},
editors = {P. Golland, N. Hata, C. Barillot, J. Hornegger and R. Howe},
publisher = {Springer},
address = {Heidelberg},
year = {2014}
}
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title = {Estimating Causal Effects by Bounding Confounding},
author = {Geiger, P. and Janzing, D. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence },
pages = {240-249 },
editors = {Nevin L. Zhang and Jin Tian},
publisher = { AUAI Press Corvallis},
address = {Oregon },
year = {2014}
}
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title = {Re-ranking Approach to Classification in Large-scale Power-law Distributed Category Systems},
author = {Babbar, R. and Partalas, I. and Gaussier, E. and Amini, M-R.},
booktitle = {Proceedings of the 37th international ACM SIGIR conference on Research & development in information retrieval},
pages = {1059-1062},
editors = {S Geva and A Trotman and P Bruza and CLA Clarke and K J{\"a}rvelin},
publisher = {ACM},
address = {New York, NY, USA},
year = {2014}
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title = {Kernel Mean Estimation and Stein Effect},
author = {Muandet, K. and Fukumizu, K. and Sriperumbudur, B. and Gretton, A. and Sch{\"o}lkopf, B.},
booktitle = {Proceedings of the 31st International Conference on Machine Learning, W\&CP 32 (1)},
pages = {10-18},
editors = {Eric P. Xing and Tony Jebara},
publisher = {JMLR},
year = {2014}
}
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title = {Indirect Robot Model Learning for Tracking Control},
author = {Bocsi, B. and Csató, L. and Peters, J.},
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pages = {589-599},
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}
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title = {An extended approach for spatiotemporal gapfilling: dealing with large and systematic gaps in geoscientific datasets},
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title = {On the Quantification Accuracy, Homogeneity, and Stability of Simultaneous Positron Emission Tomography/Magnetic Resonance Imaging Systems},
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journal = {Investigative Radiology},
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title = {Active Reward Learning},
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year = {2014}
}
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title = {Multi-modal filtering for non-linear estimation},
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year = {2014}
}
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title = {Natural Evolution Strategies},
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title = {Factors controlling decomposition rates of fine root litter in temperate forests and grasslands},
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title = {Inferring latent structures via information inequalities },
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title = {Causal Discovery with Continuous Additive Noise Models },
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title = {A few extreme events dominate global interannual variability in gross primary production },
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title = {Learning Strategies in Table Tennis using Inverse Reinforcement Learning},
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journal = {Biological Cybernetics},
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pages = {603-619},
year = {2014}
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title = {Policy Search For Learning Robot Control Using Sparse Data},
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booktitle = {Proceedings of 2014 IEEE International Conference on Robotics and Automation},
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title = {Sampling for Inference in Probabilistic Models with Fast Bayesian Quadrature},
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title = {Scalable Kernel Methods via Doubly Stochastic Gradients},
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title = {Mind the Gap: Subspace based Hierarchical Domain Adaptation},
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title = {Cost-Sensitive Active Learning With Lookahead: Optimizing Field Surveys for Remote Sensing Data Classification},
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publisher = {JMLR},
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year = {2014}
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