Cover Image

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

Show other versions (1)

Regression and classification methods based on similarity of the input to stored examples have not been widely used in applications involving very large sets of high-dimensional data. Recent advances in computational geometry and machine learning, however, may alleviate the problems in using these m...

Full description

Bibliographic Details
Other Authors:	Shakhnarovich, Gregory, Darrell, Trevor, Indyk, Piotr
Format:	eBook
Language:	English
Published:	Cambridge, Mass. : MIT Press, ©2005.
Series:	Neural information processing series
Subjects:	Nearest neighbor analysis (Statistics) > Congresses. Machine learning > Congresses. Algorithms > Congresses. Geometry > Data processing > Congresses. COMPUTER SCIENCE/Machine Learning & Neural Networks Electronic books.
Online Access:	Connect to the full text of this electronic book

Similar Items

Nearest-neighbor methods in learning and vision : theory and practice /
Published: (2005)

Nearest neighbor search : a database perspective /
by: Papadopoulos, Apostolos N.
Published: (2005)

Nearest neighbor (NN) norms : nn pattern classification techniques /
Published: (1991)

Learning kernel classifiers : theory and algorithms /
by: Herbrich, Ralf
Published: (2002)

Data analysis, learning symbolic and numeric knowledge : proceedings of the Conference on Data Analysis, Learning Symbolic and Numeric Knowledge, Antibes, September 11-14, 1989 /
Published: (1989)

An introduction to computational learning theory /
by: Kearns, Michael J.
Published: (1994)

Learning with kernels : support vector machines, regularization, optimization, and beyond /
by: Schölkopf, Bernhard
Published: (2002)

Introduction to statistical relational learning /
Published: (2007)

On the efficient determination of most near neighbors : horseshoes, hand grenades, Web search, and other situations when close is close enough /
by: Manasse, Mark S.
Published: (2012)

Classification : theory - kNN.
Published: (2018)

Symbolic-numeric data analysis and learning : proceedings of the conference, Versailles, September 18-20, 1991 /
Published: (1991)

Nearest neighbor search : a database perspective /
by: Papadopoulos, Apostolos N.
Published: (2005)

Artificial neural networks : learning algorithms, performance evaluation, and applications /
by: Karayiannis, N. B. (Nicolaos B.), 1960-
Published: (1993)

Gaussian processes for machine learning /
by: Rasmussen, Carl Edward
Published: (2006)

Dataset shift in machine learning /
Published: (2009)

Rank-based methods for shrinkage and selection : with application to machine learning /
by: Saleh, A. K. Md. Ehsanes, et al.
Published: (2022)

Semi-supervised learning /
Published: (2006)

Predicting structured data /
Published: (2007)

The mathematics of generalization : the proceedings of the SFI/CNLS Workshop on Formal Approaches to Supervised Learning /
Published: (1995)

Deep learning patterns and practices /
by: Ferlitsch, Andrew
Published: (2021)

Algorithmic learning theory : 17th international conference ALT 2006 : Barcelona, Spain, October 2006 : proceedings /
Published: (2006)

Machine learning : from theory to applications : cooperative research at Siemens and MIT /
Published: (1993)

An introduction to computational learning theory /
by: Kearns, Michael J.
Published: (1994)

Deterministic and statistical methods in machine learning : first international workshop, Sheffield, UK, September 7-10, 2004 : revised lectures /
Published: (2005)

Algorithmic learning theory : 15th international conference, ALT 2004, Padova, Italy, October 2-5, 2004 : proceedings /
Published: (2004)

Principles and labs for deep learning /
by: Huang, Shih-Chia
Published: (2021)

Learning machine translation /
Published: (2009)

Algorithmic learning theory : third workshop, ALT '92, Tokyo, Japan, October 20-22, 1992 : proceedings /
Published: (1993)

Algorithmic learning theory : 14th international conference, ALT 2003, Sapporo, Japan, October 2003 : proceedings /
Published: (2003)

Algorithmic learning theory : 18th international conference, ALT 2007, Sendai, Japan, October 1-4, 2007 : proceedings /
Published: (2007)

Algorithmic learning theory : 6th international workshop, ALT ̓95, Tokyo, Japan, October 18-20, 1995 : proceedings /
Published: (1995)

Algorithmic learning theory : 13th international conference, ALT 2002, Lübeck, Germany, November 24-26, 2002 : proceedings /
Published: (2002)

Algorithmic learning theory : 4th international workshop, ALT '93, Tokyo, Japan, November 8-10, 1993 : proceedings /
Published: (1993)

Algorithmic learning theory : 7th international workshop, ALT '96, Sydney, Australia, October 23-25, 1996 : proceedings /
Published: (1996)

Algorithmic learning theory : 10th International Conference, ALT'99, Tokyo, Japan, December 6-8, 1999 : proceedings /
Published: (1999)

Algorithmic learning theory : 9th international conference, ALT '98, Otzenhausen, Germany, October 8-10, 1998 : proceedings /
Published: (1998)

Algorithmic learning theory : 8th international workshop, ALT '97, Sendai, Japan, October 6-8, 1997 : proceedings /
Published: (1997)

Algorithmic learning theory : 11th international conference, ALT 2000 Sydney, Australia, December 11-13, 2000, proceedings /
Published: (2000)

Algorithmic learning theory : 12th international conference, ALT 2001, Washington, DC, USA, November 25-28, 2001 : proceedings /
Published: (2001)

Applied Learning Algorithms for Intelligent IoT.
Published: (2021)