| 书目名称 | Investigations in Entity Relationship Extraction |
| 编辑 | Sachin Sharad Pawar,Pushpak Bhattacharyya,Girish K |
| 视频video | |
| 概述 | 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.Incl |
| 丛书名称 | Studies in Computational Intelligence |
| 图书封面 |  |
| 描述 | The book covers several entity and relation extraction techniques starting from the traditional feature-based techniques to the recent techniques using deep neural models. Two important focus areas of the book are – i) joint extraction techniques where the tasks of entity and relation extraction are jointly solved, and ii) extraction of complex relations where relation types can be N-ary and cross-sentence. The first part of the book introduces the entity and relation extraction tasks and explains the motivation in detail. It covers all the background machine learning concepts necessary to understand the entity and relation extraction techniques explained later. The second part of the book provides a detailed survey of the traditional entity and relation extraction problems covering several techniques proposed in the last two decades. The third part of the book focuses on joint extraction techniques which attempt to address both the tasks of entity and relation extraction jointly. Several joint extraction techniques are surveyed and summarized in the book. It also covers two joint extraction techniques in detail which are based on the authors’ work. The fourth and the last part of |
| 出版日期 | Book 2023 |
| 关键词 | Natural Language Processing; Entity Relationship Extraction; Artificial Intelligence; Complex Relation |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-981-19-5391-0 |
| isbn_softcover | 978-981-19-5393-4 |
| isbn_ebook | 978-981-19-5391-0Series ISSN 1860-949X Series E-ISSN 1860-9503 |
| issn_series | 1860-949X |
| copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor |
发表于 2025-3-21 19:55:18
