This book constitutes the refereed proceedings of the 20th
International Conference on Algorithmic Learning Theory, ALT 2009,
held in Porto, Portugal, in October 2009, co-located with the 12th
International Conference on Discovery Science, DS 2009.
The 26 revised full papers presented together with the abstracts
of 5 invited talks were carefully reviewed and selected from 60
submissions. The papers are divided into topical sections of papers
on online learning, learning graphs, active learning and query
learning, statistical learning, inductive inference, and
semisupervised and unsupervised learning. The volume also contains
abstracts of the invited talks: Sanjoy Dasgupta, The Two Faces of
Active Learning; Hector Geffner, Inference and learning in
Planning; Jiawei Han, Mining Heterogeneous; Information Networks By
Exploring the Power of Links, Yishay Mansour, Learning and Domain
Adaptation; Fernando C.N. Pereira, Learning on the Web.
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