Identity of Long-tail Entities in Text

Released on by F. Ilievski
preview-18

  • Identity of Long-tail Entities in Text Book Detail

  • Author : F. Ilievski
  • Release Date : 2019-11-29
  • Publisher : IOS Press
  • Genre : Computers
  • Pages : 229
  • ISBN 13 : 1643680439
  • File Size : 83,83 MB
DOWNLOAD BOOK

Identity of Long-tail Entities in Text by F. Ilievski PDF Summary

Book Description: The digital era has generated a huge amount of data on the identities (profiles) of people, organizations and other entities in a digital format, largely consisting of textual documents such as news articles, encyclopedias, personal websites, books, and social media. Identity has thus been transformed from a philosophical to a societal issue, one requiring robust computational tools to determine entity identity in text. Computational systems developed to establish identity in text often struggle with long-tail cases. This book investigates how Natural Language Processing (NLP) techniques for establishing the identity of long-tail entities – which are all infrequent in communication, hardly represented in knowledge bases, and potentially very ambiguous – can be improved through the use of background knowledge. Topics covered include: distinguishing tail entities from head entities; assessing whether current evaluation datasets and metrics are representative for long-tail cases; improving evaluation of long-tail cases; accessing and enriching knowledge on long-tail entities in the Linked Open Data cloud; and investigating the added value of background knowledge (“profiling”) models for establishing the identity of NIL entities. Providing novel insights into an under-explored and difficult NLP challenge, the book will be of interest to all those working in the field of entity identification in text.

Disclaimer: www.yourbookbest.com does not own Identity of Long-tail Entities in Text books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

Identity of Long-tail Entities in Text

Identity of Long-tail Entities in Text

File Size : 94,94 MB
Total View : 2303 Views
DOWNLOAD

The digital era has generated a huge amount of data on the identities (profiles) of people, organizations and other entities in a digital format, largely consis