Mining Structures of Factual Knowledge from Text

Mining Structures of Factual Knowledge from Text

The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures from massive text data, without extensive human annotation and labeling. In this book, we investigate the principles and methodologies of mining structures of factual knowledge (e.g., entities and their relationships) from massive, unstructured text corpora. Departing from many existing structure extraction methods that have heavy reliance on human annotated data for model training, our effort-light approach leverages human-curated facts stored in external knowledge bases as distant supervision and exploits rich data redundancy in large text corpora for context understanding. This effort-light mining approach leads to a series of new principles and powerful methodologies for structuring text corpora, including (1) entity recognition, typing and synonym discovery, (2) entity relation extraction, and (3) open-domain attribute-value mining and information extraction. This book introduces this new research frontier and points out some promising research directions.

Download Now

Author
Publisher Springer
Release Date
ISBN 9783031007842
Pages 183 pages
Rating 4/5 (40 users)

More Books:

Mining Structures of Factual Knowledge from Text
Language: en
Pages: 183
Authors: Xiang Ren
Categories: Computers
Type: BOOK - Published: 2018-06-26 - Publisher: Springer

GET EBOOK

The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures fr
Mining Structures of Factual Knowledge from Text
Language: en
Pages: 183
Authors: Xiang Ren
Categories: Computers
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

GET EBOOK

The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures fr
Multidimensional Mining of Massive Text Data
Language: en
Pages: 183
Authors: Chao Zhang
Categories: Computers
Type: BOOK - Published: 2022-06-01 - Publisher: Springer Nature

GET EBOOK

Unstructured text, as one of the most important data forms, plays a crucial role in data-driven decision making in domains ranging from social networking and in
Detecting Fake News on Social Media
Language: en
Pages: 121
Authors: Kai Shu
Categories: Computers
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

GET EBOOK

In the past decade, social media has become increasingly popular for news consumption due to its easy access, fast dissemination, and low cost. However, social
Exploiting the Power of Group Differences
Language: en
Pages: 135
Authors: Guozhu Dong
Categories: Computers
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

GET EBOOK

This book presents pattern-based problem-solving methods for a variety of machine learning and data analysis problems. The methods are all based on techniques t
Correlation Clustering
Language: en
Pages: 149
Authors: Francesco Bonchi
Categories: Computers
Type: BOOK - Published: 2022-03-08 - Publisher: Morgan & Claypool Publishers

GET EBOOK

Given a set of objects and a pairwise similarity measure between them, the goal of correlation clustering is to partition the objects in a set of clusters to ma
The Oxford Handbook of Computational Linguistics
Language: en
Pages: 1392
Authors: Ruslan Mitkov
Categories:
Type: BOOK - Published: 2022-02-15 - Publisher: Oxford University Press

GET EBOOK

This second edition of The Oxford Handbook of Computational Linguistics has been updated and revised throughout, with 17 new chapters included on key recent top
Foundations for the Web of Information and Services
Language: en
Pages: 341
Authors: Dieter Fensel
Categories: Computers
Type: BOOK - Published: 2011-06-21 - Publisher: Springer Science & Business Media

GET EBOOK

In the mid 1990s, Tim Berners-Lee had the idea of developing the World Wide Web into a „Semantic Web“, a web of information that could be interpreted by mac
New Frontiers in Applied Data Mining
Language: en
Pages: 508
Authors: Longbing Cao
Categories: Computers
Type: BOOK - Published: 2012-02-15 - Publisher: Springer Science & Business Media

GET EBOOK

This book constitutes the thoroughly refereed post-conference proceedings of five international workshops held in conjunction with PAKDD 2011 in Shenzhen, China
Encyclopedia of Data Warehousing and Mining
Language: en
Pages: 1382
Authors: Wang, John
Categories: Computers
Type: BOOK - Published: 2005-06-30 - Publisher: IGI Global

GET EBOOK

Data Warehousing and Mining (DWM) is the science of managing and analyzing large datasets and discovering novel patterns and in recent years has emerged as a pa