Computational Techniques for Text Summarization based on Cognitive Intelligence

Appendix A: Python Projects and Useful Links on Text Summarization

This section will briefly cover the text summarization machine learning algorithms and the implementation aspects in Python with source code. Some of the algorithms and Python libraries available are explained below.

Text Summarization Algorithms

PageRank Algorithm

Named after Larry Page, one of Google’s founders, PageRank is a Google Search algorithm that ranks websites in search engine result pages. Although Google uses multiple algorithms, PageRank is the company's first-ever and most well-known algorithm. PageRank is a means of determining how important a website pages are. PageRank calculates a rough estimate of the importance of a website by tracking the amount and quality ...