Nearest-Neighbor Methods in Learning and Vision: Theory and Practice (Neural Information Processing series) - ISBN:026219547X

Nearest-Neighbor Methods in Learning and Vision: Theory and Practice (Neural Information Processing series)

Date: 11 June 2011, 02:47

Free register and download UseNet downloader, then you can FREE Download from UseNet.

Download without Limit " Nearest-Neighbor Methods in Learning and Vision: Theory and Practice (Neural Information Processing series) " from UseNet for FREE!

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 methods on large data sets. This volume presents theoretical and practical discussions of nearest-neighbor (NN) methods in machine learning and examines computer vision as an application domain in which the benefit of these advanced methods is often dramatic. It brings together contributions from researchers in theory of computation, machine learning, and computer vision with the goals of bridging the gaps between disciplines and presenting state-of-the-art methods for emerging applications.The contributors focus on the importance of designing algorithms for NN search, and for the related classification, regression, and retrieval tasks, that remain efficient even as the number of points or the dimensionality of the data grows very large. The book begins with two theoretical chapters on computational geometry and then explores ways to make the NN approach practicable in machine learning applications where the dimensionality of the data and the size of the data sets make the naГЇve methods for NN search prohibitively expensive. The final chapters describe successful applications of an NN algorithm, locality-sensitive hashing (LSH), to vision tasks.

Download Links:

Download Link (High Speed Download)

Download Link 1 (http://www.filesonic.com/...1179894651)

Download Link 2 (http://depositfiles.com/...)

Download Link 3 (http://uploading.com/...1122)

DISCLAIMER:

This site does not store Nearest-Neighbor Methods in Learning and Vision: Theory and Practice (Neural Information Processing series) on its server. We only index and link to Nearest-Neighbor Methods in Learning and Vision: Theory and Practice (Neural Information Processing series) provided by other sites. Please contact the content providers to delete Nearest-Neighbor Methods in Learning and Vision: Theory and Practice (Neural Information Processing series) if any and email us, we'll remove relevant links or contents immediately.