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