This quantity comprises the papers provided on the sixteenth Annual overseas convention on Algorithmic studying conception (ALT 2005), which used to be held in S- gapore (Republic of Singapore), October 8-11, 2005. the most goal of the convention is to supply an interdisciplinary discussion board for the dialogue of the t- oretical foundations of desktop studying in addition to their relevance to useful functions. The convention was once co-located with the eighth overseas Conf- enceonDiscoveryScience(DS2005). Theconferencewasalsoheldinconjunction with the centennial celebrations of the nationwide college of Singapore. the amount contains 30 technical contributions, which have been chosen by way of this system committee from ninety eight submissions. It additionally includes the ALT 2005 invited talks offered through Chih-Jen Lin (National Taiwan collage, Taipei, Taiwan) on "Training aid Vector Machines through SMO-type Decomposition Methods," and through Vasant Honavar (Iowa nation collage, Ames, Iowa, united states) on "Al- rithmsandSoftwareforCollaborativeDiscoveryfromAutonomous,Semantically Heterogeneous, allotted, info assets. " additionally, this quantity - cludes an summary of the joint invited speak with DS 2005 awarded by means of Gary L. Bradshaw (Mississippi kingdom college, Starkville, united states) on "Invention and Arti?cial Intelligence," and abstracts of the invited talks for DS 2005 awarded via Ross D. King (The collage of Wales, Aberystwyth, united kingdom) on "The robotic Scientist Project," and through Neil Smalheiser (University of Illinois at Chicago, Chicago, united states) on "The Arrowsmith undertaking: 2005 prestige document. " The c- plete types of those papers are released within the DS 2005 lawsuits (Lecture Notes in machine technology Vol. 3735).

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