Computational Techniques for Text Summarization based on Cognitive Intelligence
暫譯: 基於認知智能的文本摘要計算技術
Priya, V., Umamaheswari, K.
- 出版商: CRC
- 出版日期: 2024-12-19
- 售價: $2,420
- 貴賓價: 9.5 折 $2,299
- 語言: 英文
- 頁數: 216
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1032442476
- ISBN-13: 9781032442471
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商品描述
The book is concerned with contemporary methodologies used for automatic text summarization. It proposes interesting approaches to solve well-known problems on text summarization using computational intelligence (CI) techniques including cognitive approaches. A better understanding of the cognitive basis of the summarization task is still an open research issue; an extent of its use in text summarization is highlighted for further exploration. With the ever-growing text, people in research have little time to spare for extensive reading, where summarized information helps for a better understanding of the context at a shorter time.
This book helps students and researchers to automatically summarize the text documents in an efficient and effective way. The computational approaches and the research techniques presented guides to achieve text summarization at ease. The summarized text generated supports readers to learn the context or the domain at a quicker pace. The book is presented with reasonable amount of illustrations and examples convenient for the readers to understand and implement for their use. It is not to make readers understand what text summarization is, but for people to perform text summarization using various approaches. This also describes measures that can help to evaluate, determine, and explore the best possibilities for text summarization to analyse and use for any specific purpose. The illustration is based on social media and healthcare domain, which shows the possibilities to work with any domain for summarization. The new approach for text summarization based on cognitive intelligence is presented for further exploration in the field.
商品描述(中文翻譯)
本書探討當代用於自動文本摘要的方法論。它提出了有趣的方法來解決文本摘要中已知的問題，使用計算智能（Computational Intelligence, CI）技術，包括認知方法。對於摘要任務的認知基礎的更深入理解仍然是一個開放的研究議題；本書強調了其在文本摘要中的應用程度，以便進一步探索。隨著文本量的持續增長，研究人員幾乎沒有時間進行廣泛的閱讀，而摘要信息有助於在更短的時間內更好地理解上下文。
本書幫助學生和研究人員以高效且有效的方式自動摘要文本文件。所呈現的計算方法和研究技術指導讀者輕鬆實現文本摘要。生成的摘要文本支持讀者以更快的速度學習上下文或領域。本書提供了合理數量的插圖和範例，方便讀者理解和實施。其目的不是讓讀者理解什麼是文本摘要，而是讓人們能夠使用各種方法進行文本摘要。本書還描述了可以幫助評估、確定和探索文本摘要最佳可能性的措施，以便分析和用於任何特定目的。插圖基於社交媒體和醫療保健領域，顯示了在任何領域進行摘要的可能性。本書提出了一種基於認知智能的文本摘要新方法，以便在該領域進一步探索。
作者簡介
V. Priya is presently working as an assistant professor in, the department of computer science and engineering, Dr. N. G. P. Institute of Technology, Coimbatore, India. Her areas of research include text summarization using map-reduce and optimization along with an application. She has taught courses such as big data, data warehousing, and mining, operating systems, data management, and analytics at undergraduate and graduate levels. She has published research papers in journals of national and international repute.
K. Umamaheswari is currently working as a professor and head of, the department of information technology, PSG College of Technology, India. She has more than twenty-five years of teaching experience and has published more than a hundred papers in journals and conferences of national and international repute. Her research interests include data mining, cognitive networks, text mining, and information retrieval. She is the senior editor for the National Journal of Technology and reviewers for many national and international journals.
作者簡介(中文翻譯)
V. Priya 目前在印度科印巴托的 Dr. N. G. P. Institute of Technology 計算機科學與工程系擔任助理教授。她的研究領域包括使用 map-reduce 和優化進行文本摘要及其應用。她教授過的課程包括大數據、數據倉儲與挖掘、操作系統、數據管理和分析，涵蓋本科和研究生層級。她在國內外知名期刊上發表了多篇研究論文。
K. Umamaheswari 目前在印度 PSG College of Technology 擔任教授及資訊技術系主任。她擁有超過二十五年的教學經驗，並在國內外知名期刊和會議上發表了超過一百篇論文。她的研究興趣包括數據挖掘、認知網絡、文本挖掘和信息檢索。她是《國家技術期刊》的資深編輯，並擔任多本國內外期刊的審稿人。
