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Natural Language Processing with Java

You're reading from   Natural Language Processing with Java Explore various approaches to organize and extract useful text from unstructured data using Java

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Product type Paperback
Published in Mar 2015
Publisher
ISBN-13 9781784391799
Length 262 pages
Edition 1st Edition
Languages
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Authors (2):
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Richard M. Reese Richard M. Reese
Author Profile Icon Richard M. Reese
Richard M. Reese
Richard M Reese Richard M Reese
Author Profile Icon Richard M Reese
Richard M Reese
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Toc

Chapter 4. Finding People and Things

The process of finding people and things is referred to as Named Entity Recognition (NER). Entities such as people and places are associated with categories that have names, which identify what they are. A named category can be as simple as "people". Common entity types include:

  • People
  • Locations
  • Organizations
  • Money
  • Time
  • URLs

Finding names, locations, and various things in a document are important and useful NLP tasks. They are used in many places such as conducting simple searches, processing queries, resolving references, the disambiguation of text, and finding the meaning of text. For example, NER is sometimes interested in only finding those entities that belong to a single category. Using categories, the search can be isolated to those item types. Other NLP tasks use NER such as in POS taggers and in performing cross-referencing tasks.

The NER process involves two tasks:

  • Detection of entities
  • Classification of entities

Detection is concerned...

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