Safe Exploration for Active Learning with Gaussian Processes

Jens Schreiter, Duy Nguyen-Tuong, Mona Eberts, Bastian Bischoff, Heiner Markert, Marc Toussaint. Safe Exploration for Active Learning with Gaussian Processes. In Albert Bifet, Michael May, Bianca Zadrozny, Ricard Gavaldà, Dino Pedreschi, Francesco Bonchi, Jaime S. Cardoso, Myra Spiliopoulou, editors, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part III. Volume 9286 of Lecture Notes in Computer Science, pages 133-149, Springer, 2015. [doi]

Abstract

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