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Human Aspects of Machine Learning

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Empirical Inference Article Segmentation-based attenuation correction in positron emission tomography/magnetic resonance: erroneous tissue identification and its impact on positron emission tomography interpretation Brendle, C., Schmidt, H., Oergel, A., Bezrukov, I., Mueller, M., Schraml, C., Pfannenberg, C., la Fougère, C., Nikolaou, K., Schwenzer, N. Investigative Radiology, 50(5):339-346, 2015 (Published) DOI BibTeX
Empirical Inference Conference Paper Self-calibration of optical lenses Hirsch, M., Schölkopf, B. In IEEE International Conference on Computer Vision (ICCV 2015), :612-620, IEEE, 2015 (Published) DOI BibTeX
Empirical Inference Autonomous Motion Conference Paper Semi-Autonomous 3rd-Hand Robot Lopes, M., Peters, J., Piater, J., Toussaint, M., Baisero, A., Busch, B., Erkent, O., Kroemer, O., Lioutikov, R., Maeda, G., et al. In Workshop on Cognitive Robotics in Future Manufacturing Scenarios, European Robotics Forum, 2015 (Published) URL BibTeX
Empirical Inference Master Thesis Sequential Image Deconvolution Using Probabilistic Linear Algebra Gao, M. Technical University of Munich, Germany, 2015 () BibTeX
Empirical Inference Article Signaling equilibria in sensorimotor interactions Leibfried, F., Grau-Moya, J., Braun, D. Cognition, 141:73-86, August 2015 () DOI BibTeX
Empirical Inference Article Spatial statistics and attentional dynamics in scene viewing Engbert, R., Trukenbrod, H., Barthelmé, S., Wichmann, F. Journal of Vision, 15(1):1-17, 2015 (Published) Web PDF DOI URL BibTeX
Empirical Inference Article Structural Intervention Distance (SID) for Evaluating Causal Graphs Peters, J., Bühlmann, P. Neural Computation , 27(3):771-799, 2015 (Published) DOI BibTeX
Empirical Inference Article Structure Learning in Bayesian Sensorimotor Integration Genewein, T., Hez, E., Razzaghpanah, Z., Braun, D. PLoS Computational Biology, 11(8):1-27, August 2015 () DOI BibTeX
Empirical Inference Conference Paper Telling cause from effect in deterministic linear dynamical systems Shajarisales, N., Janzing, D., Schölkopf, B., Besserve, M. In Proceedings of the 32nd International Conference on Machine Learning, 37:285–294, JMLR Workshop and Conference Proceedings, (Editors: F. Bach and D. Blei), JMLR, ICML, 2015 () PDF BibTeX
Empirical Inference Technical Report The DES Science Verification Weak Lensing Shear Catalogs Jarvis, M., Sheldon, E., Zuntz, J., Kacprzak, T., Bridle, S. L., Amara, A., Armstrong, R., Becker, M. R., Bernstein, G. M., Bonnett, C., et al. arXiv preprint arXiv:1507.05603, 2015 (Published) URL BibTeX
Empirical Inference Article The Randomized Causation Coefficient Lopez-Paz, D., Muandet, K., Recht, B. Journal of Machine Learning, 16:2901-2907, 2015 (Published) URL BibTeX
Empirical Inference Master Thesis The effect of frowning on attention Ibarra Chaoul, A. Graduate Training Centre of Neuroscience, University of Tübingen, Germany, 2015 () BibTeX
Empirical Inference Talk The search for single exoplanet transits in the Kepler light curves Foreman-Mackey, D., Hogg, D. W., Schölkopf, B. IAU General Assembly, 22:2258352, 2015 (Published) URL BibTeX
Empirical Inference Conference Paper Towards Cognitive Brain-Computer Interfaces for Patients with Amyotrophic Lateral Sclerosis Fomina, T., Schölkopf, B., Grosse-Wentrup, M. In 7th Computer Science and Electronic Engineering Conference, :77-80, Curran Associates, Inc., CEEC, 2015 (Published) DOI BibTeX
Empirical Inference Autonomous Motion Conference Paper Towards Learning Hierarchical Skills for Multi-Phase Manipulation Tasks Kroemer, O., Daniel, C., Neumann, G., van Hoof, H., Peters, J. In IEEE International Conference on Robotics and Automation, :1503 - 1510, ICRA, 2015 (Published) DOI URL BibTeX
Empirical Inference Conference Paper Towards a Learning Theory of Cause-Effect Inference Lopez-Paz, D., Muandet, K., Schölkopf, B., Tolstikhin, I. In Proceedings of the 32nd International Conference on Machine Learning, 37:1452–1461, JMLR Workshop and Conference Proceedings, (Editors: F. Bach and D. Blei), JMLR, ICML, 2015 (Published) Web BibTeX
Empirical Inference Article Towards denoising XMCD movies of fast magnetization dynamics using extended Kalman filter Kopp, M., Harmeling, S., Schütz, G., Schölkopf, B., Fähnle, M. Ultramicroscopy, 148:115-122, 2015 () Web DOI BibTeX
Empirical Inference Article What is epistemic value in free energy models of learning and acting? A bounded rationality perspective Ortega, P., Braun, D. Cognitive Neuroscience, 6(4):215-216, December 2015 () DOI BibTeX