Overview
- Highlights challenges and recent techniques developed for the extraction of complex relations
- Covers a few domain-specific applications for joint extraction as well as complex relation extraction
- Includes entity and relation extraction techniques from traditional feature-based to the using deep neural models
Part of the book series: Studies in Computational Intelligence (SCI, volume 1058)
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Table of contents (7 chapters)
Authors and Affiliations
About the authors
Sachin Pawar has been working in TCS Research as a Researcher for the last 10 years. He has completed his M.Tech. and Ph.D. in Computer Science and Engineering from the Indian Institute of Technology Bombay. His areas of interest are Natural Language Processing, Information Extraction, and Text Mining. He has published several research papers in leading NLP conferences such as ACL, EACL, and IJCNLP.
Pushpak Bhattacharyya is a Professor in the Computer Science and Engineering Department at IIT Bombay. His research areas are Natural Language Processing and Machine Learning. Prof. Bhattacharyya has published more than 350 research papers in various areas of NLP. His textbook ‘Machine Translation’ sheds light on many paradigms of machine translation with abundant examples from Indian Languages. Besides this, he is the co-author of 6 monographs covering cutting-edge topics like computational sarcasm and cognitively inspired natural language processing. Prof. Bhattacharyya is a Fellow of the Indian National Academy of Engineering (FNAE), Abdul Kalam National Fellow, Distinguished Alumnus of IIT Kharagpur, and Past President of the Association of Computational Linguistics.
Girish Keshav Palshikar is an alumnus of the Indian Institute of Technology Bombay, and the Indian Institute of Technology Madras. Since 1992, he has been associated with TCS Research, Tata Consultancy Services Limited, Pune, India, where he is now a principal scientist and leads the Machine Learning R&D Group. In 2012, he was honored with the title of TCS Distinguished Scientist. Girish has about 140 publications in international journals and conferences. He is also a visiting lecturer at the Computer Science Department of the University of Pune and the Government College of Engineering, Pune (GCOEP). His research areas include machine learning, data mining, text mining, natural language processing, and their applications to various domains, including fraud detection and human resource management.Bibliographic Information
Book Title: Investigations in Entity Relationship Extraction
Authors: Sachin Sharad Pawar, Pushpak Bhattacharyya, Girish Keshav Palshikar
Series Title: Studies in Computational Intelligence
DOI: https://doi.org/10.1007/978-981-19-5391-0
Publisher: Springer Singapore
eBook Packages: Engineering, Engineering (R0)
Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2023
Hardcover ISBN: 978-981-19-5390-3Published: 18 October 2022
Softcover ISBN: 978-981-19-5393-4Published: 19 October 2023
eBook ISBN: 978-981-19-5391-0Published: 17 October 2022
Series ISSN: 1860-949X
Series E-ISSN: 1860-9503
Edition Number: 1
Number of Pages: XIII, 149
Number of Illustrations: 6 b/w illustrations, 21 illustrations in colour
Topics: Natural Language Processing (NLP), Artificial Intelligence, Computer Systems Organization and Communication Networks