Custom cover image
Custom cover image

Universal artificial intelligence : sequential decisions based on algorithmic probability / Marcus Hutter

By: Resource type: Ressourcentyp: BuchBookPublisher number: 11012139Language: English Series: Texts in theoretical computer sciencePublisher: Berlin ; Heidelberg [u.a.] : Springer, 2005Description: XX, 278 S : Ill ; 24 cmISBN:
  • 3540221395
  • 9783540221395
Subject(s): Additional physical formats: Erscheint auch als: Universal Artificial Intellegence. Online-Ausgabe. Berlin, Heidelberg : Springer-Verlag Berlin Heidelberg, 2005. Online-Ressource (XX, 278 p, digital)DDC classification:
  • 006.31
  • 004
  • 006.3'1
  • 004 510
  • 004
MSC: MSC: *68T01 | 68-01 | 68T05 | 68Q30RVK: RVK: ST 134 | ST 300 | ST 302LOC classification:
  • Q335
Summary: This book presents sequential decision theory from a novel algorithmic information theory perspective. While the former is suited for active agents in known environment, the latter is suited for passive prediction in unknown environment. The book introduces these two different ideas and removes the limitations by unifying them to one parameter-free theory of an optimal reinforcement learning agent embedded in an unknown environment. Most AI problems can easily be formulated within this theory, reducing the conceptual problems to pure computational ones. Considered problem classes include sequence prediction, strategic games, function minimization, reinforcement and supervised learning. The discussion includes formal definitions of intelligence order relations, the horizon problem and relations to other approaches. One intention of this book is to excite a broader AI audience about abstract algorithmic information theory concepts, and conversely to inform theorists about exciting applications to AICall number: Grundsignatur: 2004 A 28093PPN: PPN: 390675083
Holdings
Item type Home library Collection Shelving location Call number Status Barcode
Freihandbestand ausleihbar Bibliothek Campus Süd inf 6.20 Lesesaal Wirtschaftswissenschaften und Informatik (LSW) 2004 A 28093 Available 47051235090
Total holds: 0
KIT – The University in the Helmholtz Association                         Home | Impressum | Datenschutz | Barrierefreiheit | KIT