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Natural Language Processing with Java

By : Richard M. Reese , Richard M Reese
Book Image

Natural Language Processing with Java

By: Richard M. Reese , Richard M Reese

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Natural Language Processing with Java
Richard M. Reese | Richard M Reese
Mar, 2015 | 262 pages
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Table of Contents (15 chapters)
Natural Language Processing with Java
Natural Language Processing with Java
Credits
Credits
About the Author
About the Author
About the Reviewers
About the Reviewers
www.PacktPub.com
www.PacktPub.com
Preface
Preface
Free Chapter
1
Introduction to NLP
Introduction to NLP
What is NLP?
Why use NLP?
Why is NLP so hard?
Survey of NLP tools
Overview of text processing tasks
Understanding NLP models
Preparing data
Summary
2
Finding Parts of Text
Finding Parts of Text
Understanding the parts of text
What is tokenization?
Simple Java tokenizers
NLP tokenizer APIs
Understanding normalization
Summary
3
Finding Sentences
Finding Sentences
The SBD process
What makes SBD difficult?
Understanding SBD rules of LingPipe's HeuristicSentenceModel class
Simple Java SBDs
Using NLP APIs
Training a Sentence Detector model
Summary
4
Finding People and Things
Finding People and Things
Why NER is difficult?
Techniques for name recognition
Using regular expressions for NER
Using NLP APIs
Training a model
Summary
5
Detecting Part of Speech
Detecting Part of Speech
The tagging process
Using the NLP APIs
Summary
6
Classifying Texts and Documents
Classifying Texts and Documents
How classification is used
Understanding sentiment analysis
Text classifying techniques
Using APIs to classify text
Summary
7
Using Parser to Extract Relationships
Using Parser to Extract Relationships
Relationship types
Understanding parse trees
Using extracted relationships
Extracting relationships
Using NLP APIs
Extracting relationships for a question-answer system
Summary
8
Combined Approaches
Combined Approaches
Preparing data
Pipelines
Creating a pipeline to search text
Summary
Index
Index

Credits

Author

Richard M Reese

Reviewers

Suryaprakash CV

Evan Dempsey

Anil Omanwar

Amitabh Sharma

Commissioning Editor

Nadeem N. Bagban

Acquisition Editor

Sonali Vernekar

Content Development Editor

Ritika Singh

Technical Editor

Manali Gonsalves

Copy Editors

Pranjali Chury

Vikrant Phadke

Project Coordinators

Aboli Ambardekar

Judie Jose

Proofreaders

Simran Bhogal

Jonathan Todd

Indexer

Priya Sane

Production Coordinator

Nitesh Thakur

Cover Work

Nitesh Thakur

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