| 书目名称 | Probabilistic Indexing for Information Search and Retrieval in Large Collections of Handwritten Text Images | | 编辑 | Alejandro Héctor Toselli,Joan Puigcerver,Enrique V | | 视频video | | | 概述 | Provides a comprehensive presentation of the "probabilistic indexing" (PrIx) framework.Presents both the mathematical foundations and numerous models for indexing handwritten text in images.Includes e | | 丛书名称 | The Information Retrieval Series | | 图书封面 |  | | 描述 | .This book provides a comprehensive presentation of a recently introduced framework, named "probabilistic indexing" (PrIx), for searching text in large collections of document images and other related applications. It fosters the development of new search engines for effective information retrieval from manuscripts which, however, lack the electronic text (transcripts) that would typically be required for such search and retrieval tasks. ..The book is structured into 11 chapters and three appendices. The first two chapters briefly outline the necessary fundamentals and state of the art in pattern recognition, statistical decision theory, and handwritten text recognition. Chapter 3 presents approaches for indexing (as opposed to “spotting”) each region of a handwritten text image which is likely to contain a word. Next, Chapter 4 describes models adopted for handwritten text in images, namely hidden Markov models, convolutional and recurrent neural networks and language models, and provides full details of weighted finite-state transducer (WFST) concepts and methods, needed in further chapters of the book. Chapter 5 explains the set of techniques and algorithms developed to generat | | 出版日期 | Book 2024 | | 关键词 | Information Retrieval; Probabilistic Search; Keyword Spotting; Natural Language Processing; Text Analyti | | 版次 | 1 | | doi | https://doi.org/10.1007/978-3-031-55389-9 | | isbn_softcover | 978-3-031-55391-2 | | isbn_ebook | 978-3-031-55389-9Series ISSN 1871-7500 Series E-ISSN 2730-6836 | | issn_series | 1871-7500 | | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
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发表于 2025-3-21 17:22:29
