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Natural Language Processing with Java Cookbook

You're reading from   Natural Language Processing with Java Cookbook Over 70 recipes to create linguistic and language translation applications using Java libraries

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Product type Paperback
Published in Apr 2019
Publisher Packt
ISBN-13 9781789801156
Length 386 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

Table of Contents (14) Chapters Close

Preface 1. Preparing Text for Analysis and Tokenization FREE CHAPTER 2. Isolating Sentences within a Document 3. Performing Name Entity Recognition 4. Detecting POS Using Neural Networks 5. Performing Text Classification 6. Finding Relationships within Text 7. Language Identification and Translation 8. Identifying Semantic Similarities within Text 9. Common Text Processing and Generation Tasks 10. Extracting Data for Use in NLP Analysis 11. Creating a Chatbot 12. Installation and Configuration 13. Other Books You May Enjoy

Finding the cosine similarity of the text

Cosine similarity measures the distance between two vectors. This technique creates a vector that represents the number of elements found in a string.

The Apache Commons Text library's CosineSimilarity class supports this measurement. The class has a single default constructor and a single CosineSimilarity method. The method accepts two Map instances, representing the vectors. It returns a Double, representing their similarity.

More detailed explanations of cosine similarity can be found at https://en.wikipedia.org/wiki/Cosine_similarity and https://stackoverflow.com/questions/1746501/can-someone-give-an-example-of-cosine-similarity-in-a-very-simple-graphical-wa.

Getting ready

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