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Knowledge Transfer between Computer Vision and Text Mining

Name: Knowledge Transfer between Computer Vision and Text Mining
Brand: Springer International Publishing AG
SKU: 02917796
Price: 102.38 EUR
Availability: InStock
Author: Radu Tudor Ionescu
ISBN: 9783319303659

Similarity-based Learning Approaches

Radu Tudor Ionescu

Marius Popescu

Language

English

Book Hardback

Libristo code: 02917796

Publishers Springer International Publishing AG, April 2016

This ground-breaking text/reference diverges§from the traditional view that computer vision (for ima... Full description

Libristo code: 02917796

249 b

102.38 €

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This ground-breaking text/reference diverges§from the traditional view that computer vision (for image analysis) and string§processing (for text mining) are separate and unrelated fields of study,§propounding that images and text can be treated in a similar manner for the§purposes of information retrieval, extraction and classification. Highlighting§the benefits of knowledge transfer between the two disciplines, the text§presents a range of novel similarity-based learning (SBL) techniques founded on§this approach. Topics and features: describes a variety of SBL approaches,§including nearest neighbor models, local learning, kernel methods, and§clustering algorithms; presents a nearest neighbor model based on a novel§dissimilarity for images; discusses a novel kernel for (visual) word§histograms, as well as several kernels based on a pyramid representation; introduces§an approach based on string kernels for native language identification; contains§links for downloading relevant open source code.