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Nearest-neighbor methods in learning and vision : theory and practice

Auteur: Gregory Shakhnarovich; Trevor Darrell; Piotr Indyk
Uitgever: Cambridge, Mass. : MIT Press, ©2005.
Serie: Neural information processing series.
Editie/Formaat:   eBoek : Document : Conferentie-uitgave : EngelsAlle edities en materiaalsoorten bekijken.
Database:WorldCat
Samenvatting:

Advances in computational geometry and machine learning that offer new methods for search, regression, and classification with large amounts of high-dimensional data.

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Genre/Vorm: Electronic books
Conference papers and proceedings
Congresses
Aanvullende fysieke materiaalsoort: Print version:
Nearest-neighbor methods in learning and vision.
Cambridge, Mass. : MIT Press, ©2005
(DLC) 2005053124
(OCoLC)61247438
Genre: Conferentie-uitgave, Document, Internetbron
Soort document: Internetbron, Computerbestand
Alle auteurs / medewerkers: Gregory Shakhnarovich; Trevor Darrell; Piotr Indyk
ISBN: 9780262256957 0262256959
OCLC-nummer: 68907209
Opmerkingen: " ... held in Whistler, British Columbia ... annual conference on Neural Information Processing Systems (NIPS) in December 2003"--Preface.
Beschrijving: 1 online resource (vi, 252 pages) : illustrations.
Inhoud: Nearest-neighbor searching and metric space dimensions / Kenneth L. Clarkson --
Locality-sensitive hashing using stable distributions / Alexandr Andoni [and others] --
New algorithms for efficient high-dimensional nonparametric classification / Ting Liu, Andrew W. Moore, and Alexander Gray --
Approximate nearest neighbor regression in very high dimensions / Sethu Vijayakumar, Aaron D'Souza, and Stefan Schaal --
Learning embeddings for fast approximate nearest neighbor retrieval / Vassilis Athitsos [and others] --
Parameter-sensitive hashing for fast pose estimation / Gregory Shakhnarovich, Paul Viola, and Trevor Darrell --
Contour matching using approximate Earth mover's distance / Kristen Grauman and Trevor Darrell --
Adaptive mean shift based clustering in high dimensions / Ilan Shimshoni, Bogdan Georgescu, and Peter Meer --
Object recognition using locality sensitive hashing of shape contexts / Andrea Frome and Jitendra Malik.
Serietitel: Neural information processing series.
Verantwoordelijkheid: edited by Gregory Shakhnarovich, Trevor Darrell, Piotr Indyk.

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