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

Author: Gregory Shakhnarovich; Trevor Darrell; Piotr Indyk
Publisher: Cambridge, Mass. : MIT Press, ©2005.
Series: Neural information processing series.
Edition/Format:   eBook : Document : Conference publication : EnglishView all editions and formats
Summary:

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/Form: Electronic books
Congresses
Additional Physical Format: Print version:
Nearest-neighbor methods in learning and vision.
Cambridge, Mass. : MIT Press, c2005
(DLC) 2005053124
(OCoLC)61247438
Material Type: Conference publication, Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Gregory Shakhnarovich; Trevor Darrell; Piotr Indyk
ISBN: 9780262256957 0262256959 026219547X 9780262195478
OCLC Number: 68907209
Notes: " ... held in Whistler, British Columbia ... annual conference on Neural Information Processing Systems (NIPS) in December 2003"--Pref.
Description: 1 online resource (vi, 252 p.) : ill.
Contents: Nearest-neighbor searching and metric space dimensions / Kenneth L. Clarkson --
Locality-sensitive hashing using stable distributions / Alexandr Andoni ... [et al.] --
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 ... [et al.] --
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.
Series Title: Neural information processing series.
Responsibility: edited by Gregory Shakhnarovich, Trevor Darrell, Piotr Indyk.

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