Markov Models for Handwriting Recognition (Paperback)
暫譯: 馬可夫模型在手寫識別中的應用 (平裝本)
Thomas Plötz, Gernot A. Fink
- 出版商: Springer
- 出版日期: 2011-09-10
- 售價: $1,400
- 貴賓價: 9.5 折 $1,330
- 語言: 英文
- 頁數: 78
- 裝訂: Paperback
- ISBN: 1447121872
- ISBN-13: 9781447121879
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相關分類:
人工智慧、Machine Learning
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商品描述
Since their first inception, automatic reading systems have evolved substantially, yet the recognition of handwriting remains an open research problem due to its substantial variation in appearance. With the introduction of Markovian models to the field, a promising modeling and recognition paradigm was established for automatic handwriting recognition. However, no standard procedures for building Markov model-based recognizers have yet been established. This text provides a comprehensive overview of the application of Markov models in the field of handwriting recognition, covering both hidden Markov models and Markov-chain or n-gram models. First, the text introduces the typical architecture of a Markov model-based handwriting recognition system, and familiarizes the reader with the essential theoretical concepts behind Markovian models. Then, the text reviews proposed solutions in the literature for open problems in applying Markov model-based approaches to automatic handwriting recognition.
商品描述(中文翻譯)
自自動閱讀系統首次出現以來,這些系統已經有了顯著的演變,但由於手寫字體外觀的變化多端,手寫識別仍然是一個未解的研究問題。隨著馬可夫模型(Markovian models)引入該領域,為自動手寫識別建立了一個有前景的建模和識別範式。然而,目前尚未建立基於馬可夫模型的識別器的標準程序。本書提供了馬可夫模型在手寫識別領域應用的全面概述,涵蓋了隱馬可夫模型(hidden Markov models)和馬可夫鏈或 n-gram 模型。首先,文本介紹了基於馬可夫模型的手寫識別系統的典型架構,並使讀者熟悉馬可夫模型背後的基本理論概念。接著,文本回顧了文獻中提出的針對將馬可夫模型方法應用於自動手寫識別的開放問題的解決方案。