Title
NearestNeighbor Methods in Learning And Vision: Theory And Practice (NEURAL INFORMATION PROCESSING),New
Delivery time: 8-12 business days (International)
Advances in computational geometry and machine learning that offer new methods for search, regression, and classification with large amounts of highdimensional data.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 highdimensional 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 nearestneighbor (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 stateoftheart 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 nave methods for NN search prohibitively expensive. The final chapters describe successful applications of an NN algorithm, localitysensitive hashing (LSH), to vision tasks.
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Warranty
We provide a 2-year limited warranty, from the date of purchase for all our products.
If you believe you have received a defective product, or are experiencing any problems with your product, please contact us.
This warranty strictly does not cover damages that arose from negligence, misuse, wear and tear, or not in accordance with product instructions (dropping the product, etc.).
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