Nearest-Neighbor Methods in Learning and Vision pdf epub mobi txt 電子書 下載 2024


Nearest-Neighbor Methods in Learning and Vision

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Shakhnarovich, Gregory (EDT)/ Darrell, Trevor (EDT)/ Indyk, Piotr (EDT)
Mit Pr
2006-3
280
$ 50.85
HRD
9780262195478

圖書標籤: 機器學習  研究   


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发表于2024-11-24

Nearest-Neighbor Methods in Learning and Vision epub 下載 mobi 下載 pdf 下載 txt 電子書 下載 2024

Nearest-Neighbor Methods in Learning and Vision epub 下載 mobi 下載 pdf 下載 txt 電子書 下載 2024

Nearest-Neighbor Methods in Learning and Vision pdf epub mobi txt 電子書 下載 2024



圖書描述

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 naive methods for NN search prohibitively expensive. The final chapters describe successful applications of an NN algorithm, locality-sensitive hashing (LSH), to vision tasks.

Nearest-Neighbor Methods in Learning and Vision 下載 mobi epub pdf txt 電子書

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Nearest-Neighbor Methods in Learning and Vision pdf epub mobi txt 電子書 下載
想要找書就要到 小哈圖書下載中心
立刻按 ctrl+D收藏本頁
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不期而遇的一本書,最後兩章正是我需要的

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不期而遇的一本書,最後兩章正是我需要的

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不期而遇的一本書,最後兩章正是我需要的

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其實LSH不是一個特彆簡單的問題...

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不期而遇的一本書,最後兩章正是我需要的

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