Hutter, MarcusStephan, FrankVovk, VladimirZeugmann, Thomas2015-08-242015-08-24978-3-642-16107-00302-9743http://hdl.handle.net/1885/14880This book constitutes the refereed proceedings of the 21th International Conference on Algorithmic Learning Theory, ALT 2010, held in Canberra, Australia, in October 2010, co-located with the 13th International Conference on Discovery Science, DS 2010. The 26 revised full papers presented together with the abstracts of 5 invited talks were carefully reviewed and selected from 44 submissions. The papers are divided into topical sections of papers on statistical learning; grammatical inference and graph learning; probably approximately correct learning; query learning and algorithmic teaching; on-line learning; inductive inference; reinforcement learning; and on-line learning and kernel methods.© 2010 Springer-Verlag Berlin HeidelbergComputer algorithmsMachine learning2010-1010.1007/978-3-642-16108-7