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Natural Language Processing with Java

You're reading from   Natural Language Processing with Java Techniques for building machine learning and neural network models for NLP

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Product type Paperback
Published in Jul 2018
Publisher
ISBN-13 9781788993494
Length 318 pages
Edition 2nd Edition
Languages
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Authors (2):
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Ashish Bhatia Ashish Bhatia
Author Profile Icon Ashish Bhatia
Ashish Bhatia
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. Introduction to NLP FREE CHAPTER 2. Finding Parts of Text 3. Finding Sentences 4. Finding People and Things 5. Detecting Part of Speech 6. Representing Text with Features 7. Information Retrieval 8. Classifying Texts and Documents 9. Topic Modeling 10. Using Parsers to Extract Relationships 11. Combined Pipeline 12. Creating a Chatbot 13. Other Books You May Enjoy

GloVe


Global Vectors for Word representation (GloVe) is a model for word representation. It falls under the category of unsupervised learning. It learns from developing a count matrix for word occurrence. Initially, it starts with the large matrix to store almost all the words and their co-occurrence information, which stores the count of how frequently some words appear in the sequence in given text. Support for GloVe is available in Stanford NLP, but is not implemented in Java. To read more about GloVe, visit https://nlp.stanford.edu/pubs/glove.pdf. A brief introduction and some resources for the Stanford GloVe can be found at https://nlp.stanford.edu/projects/glove/. To get an idea of what GloVe does, we will be using a Java implementation of GloVe found at https://github.com/erwtokritos/JGloVe .

The code also includes the test file and a text file. The text file's contents are as follows:

human interface computer
survey user computer system response time
eps user interface system
system...
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