Mining Latent Entity Structures
eBook - PDF

Mining Latent Entity Structures

  1. English
  2. PDF
  3. Available on iOS & Android
eBook - PDF

Mining Latent Entity Structures

About this book

The "big data" era is characterized by an explosion of information in the form of digital data collections, ranging from scientific knowledge, to social media, news, and everyone's daily life. Examples of such collections include scientific publications, enterprise logs, news articles, social media, and general web pages. Valuable knowledge about multi-typed entities is often hidden in the unstructured or loosely structured, interconnected data. Mining latent structures around entities uncovers hidden knowledge such as implicit topics, phrases, entity roles and relationships. In this monograph, we investigate the principles and methodologies of mining latent entity structures from massive unstructured and interconnected data. We propose a text-rich information network model for modeling data in many different domains. This leads to a series of new principles and powerful methodologies for mining latent structures, including (1) latent topical hierarchy, (2) quality topical phrases, (3)entity roles in hierarchical topical communities, and (4) entity relations. This book also introduces applications enabled by the mined structures and points out some promising research directions.

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Yes, you can access Mining Latent Entity Structures by Chi Wang,Jiawei Han in PDF and/or ePUB format, as well as other popular books in Computer Science & Data Mining. We have over one million books available in our catalogue for you to explore.

Information

Table of contents

  1. Cover
  2. Copyright Page
  3. Title Page
  4. Contents
  5. Acknowledgments
  6. 1 Introduction
  7. 2 Hierarchical Topic and Community Discovery
  8. 3 Topical Phrase Mining
  9. 4 Entity Topical Role Analysis
  10. 5 Mining Entity Relations.
  11. 6 Scalable and Robust Topic Discovery
  12. 7 Application and Research Frontier
  13. Bibliography
  14. Authors’ Biographies