Notice bibliographique
- Notice
Type(s) de contenu et mode(s) de consultation : Texte noté : électronique
Titre(s) : Algorithmic probability and friends [Texte électronique] : Bayesian prediction and artificial intelligence : Papers from the Ray Solomonoff 85th Memorial Conference, Melbourne, VIC, Australia, November 30-December 2, 2011 / David L. Dowe (eds.)
Publication : Heidelberg : Springer, 2013
Description matérielle : 1 online resource (xvi, 445 pages)
Collection : Lecture Notes in artificial intelligence ; 7070
LNCS sublibrary. SL 1, Theoretical computer science and general issues
Note(s) : Includes author index. - Online resource; title from PDF title page (SpringerLink, viewed October 28, 2013).
Algorithmic probability and friends: Proceedings of the Ray Solomonoff 85th memorial
conference is a collection of original work and surveys. The Solomonoff 85th memorial
conference was held at Monash University's Clayton campus in Melbourne, Australia
as a tribute to pioneer, Ray Solomonoff (1926-2009), honouring his various pioneering
works - most particularly, his revolutionary insight in the early 1960s that the universality
of Universal Turing Machines (UTMs) could be used for universal Bayesian prediction
and artificial intelligence (machine learning). This work continues to increasingly
influence and under-pin statistics, econometrics, machine learning, data mining, inductive
inference, search algorithms, data compression, theories of (general) intelligence
and philosophy of science - and applications of these areas. Ray not only envisioned
this as the path to genuine artificial intelligence, but also, still in the 1960s,
anticipated stages of progress in machine intelligence which would ultimately lead
to machines surpassing human intelligence. Ray warned of the need to anticipate and
discuss the potential consequences - and dangers - sooner rather than later. Possibly
foremostly, Ray Solomonoff was a fine, happy, frugal and adventurous human being of
gentle resolve who managed to fund himself while electing to conduct so much of his
paradigm-changing research outside of the university system. The volume contains 35
papers pertaining to the above mentioned topics in tribute to Ray Solomonoff and his
legacy
Autre(s) auteur(s) : Dowe, David L.. Fonction indéterminée
Solomonoff, Ray. Fonction indéterminée
Ray Solomonoff Memorial Conference (2011 ; Melbourne, Vic.). Fonction indéterminée
Sujet(s) : Informatique
Intelligence artificielle
Apprentissage automatique
Algorithmes
Indice(s) Dewey :
004 (23e éd.) = Informatique
Identifiants, prix et caractéristiques : ISBN 9783642449581
Identifiant de la notice : ark:/12148/cb44708307d
Notice n° :
FRBNF44708307
(notice reprise d'un réservoir extérieur)
Table des matières : Introduction. ; Introduction to Ray Solomonoff 85th Memorial Conference /David L.
Dowe ; Invited Papers. ; Ray Solomonoff and the New Probability /Grace Solomonoff
; Universal Heuristics: How Do Humans Solve "Unsolvable" Problems? /Leonid A. Levin
; Partial Match Distance /Ming Li ; Long Papers. ; Falsification and Future Performance
/David Balduzzi ; The Semimeasure Property of Algorithmic Probability ; "Feature"
or "Bug"? /Douglas Campbell ; Inductive Inference and Partition Exchangeability in
Classification /Jukka Corander, Yaqiong Cui and Timo Koski ; Learning in the Limit:
A Mutational and Adaptive Approach /Reginaldo Inojosa da Silva Filho and Ricardo Luis
de Azevedo da Rocha ; Algorithmic Simplicity and Relevance /Jean-Louis Dessalles ;
Categorisation as Topographic Mapping between Uncorrelated Spaces /T. Mark Ellison
; Algorithmic Information Theory and Computational Complexity /Rūsiņš Freivalds
; A Critical Survey of Some Competing Accounts of Concrete Digital Computation
