Graph Learning and Network Science for Natural Language Processing

3 Graph-based Extractive Approach for English and Hindi Text Summarization

Rekha Jain, Manisha Sharma, Pratistha Mathur, and Surbhi Bhatia

DOI: 10.1201/9781003272649-3

CONTENTS

3.1 Introduction

3.2 Text Summarization Approaches

3.2.1 Text Summarization Based on Number of Documents

3.2.2 Text Summarization Based on the Summary’s Purpose

3.2.3 Text Summarization Techniques

3.2.4 Text Summarization Based on Level of Language

3.2.5 Text Summarization Based on Output Style

3.2.6 Text Summarization Based on the Summary’s Characteristics

3.3 Literature Survey

3.4 Graph-based Algorithms

3.4.1 PageRank Algorithm

3.4.2 Text Rank Algorithm

3.5 TF-IDF Algorithm

3.6 Methodology

3.7 Experimental Results

3.7.1 English Original Text

3.7.2 Summary Produced ...