Nearest-neighbor methods in learning and vision theory and practice

• Other Authors: Shakhnarovich, Gregory, Darrell, Trevor, Indyk, Piotr
• Format: eBook
• Language: English
• Published: Cambridge, Mass. : MIT Press, c2005.
• Series: Neural information processing series.
• Subjects: Nearest neighbor analysis (Statistics) > Congresses.; Machine learning > Congresses.; Algorithms > Congresses.; Geometry > Data processing > Congresses.; elektronické knihy; electronic books
• ISBN: 9780262256957
• Physical Description: 1 online zdroj (vi, 252 p.) : ill.

Table of 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.