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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

Text classifying techniques


Classification is concerned with taking a specific document and determining if it fits into one of several other document groups. There are two basic techniques for classifying text:

  • Rule-based

  • Supervised Machine Learning

Rule-based classification uses a combination of words and other attributes organized around expert crafted rules. These can be very effective but creating them is a time-consuming process.

Supervised Machine Learning (SML) takes a collection of annotated training documents to create a model. The model is normally called the classifier. There are many different machine learning techniques including Naive Bayes, Support-Vector Machine (SVM), and k-nearest neighbor.

We are not concerned with how these approaches work but the interested reader will find innumerable sources that expand upon these and other techniques.

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