Knowledge Transfer Between Computer Vision and Text Mining: Similarity-based Learning Approaches - Couverture souple

Livre 53 sur 86: Advances in Computer Vision and Pattern Recognition

Ionescu, Radu Tudor; Popescu, Marius

 
9783319807911: Knowledge Transfer Between Computer Vision and Text Mining: Similarity-based Learning Approaches

Synopsis

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.

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À propos de l?auteur

Dr. Radu Tudor Ionescu is an Assistant Professor in the Department of Computer Science at the University of Bucharest, Romania.
Dr. Marius Popescu is an Associate Professor at the same institution.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Autres éditions populaires du même titre

9783319303659: Knowledge Transfer Between Computer Vision and Text Mining: Similarity-based Learning Approaches

Edition présentée

ISBN 10 :  3319303651 ISBN 13 :  9783319303659
Editeur : Springer International Publishin..., 2016
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