Text Summarizers for Education News Articles
Journal Title: International Journal of Engineering and Science Invention - Year 2018, Vol 7, Issue 4
Abstract
Text summarization is a powerful text mining technique for condensing the contents of the documents without loss of context and information. As the text summarization models are highly adopted in areas like natural language processing, information retrieval, text compression, email thread summarization, library sciences there is necessity for building innovative text summarization models. In this research work, the text summarization models have been built using TextRank algorithm, though algorithm like LexRank, LSA have been used earlier. New dataset has been developed to test the performance of TextRank based text summarization model. The model is compared with LexRank and LSA based text summarization models and opinosis datasets. ROUGE scores such as ROUGE 1, ROUGE 2, ROUGE L which includes precision, recall, Fmeasure along with cosine similarity and relative utility are used as metrics for performance evaluation. The comparative analysis of all three summarizers shows that Text rank algorithm performs better for education dataset than other two algorithms.
Authors and Affiliations
Vishnu Preethi K, Vijaya MS
Keywords
Related Articles
- EP ID EP396578
- DOI -
- Views 87
- Downloads 0
Modeling And Simulation Of Absorption Rate Of Zinc From Polluted Soil By Bushgreen Roots
The rate of absorption of Zinc by Bushgreen roots was studied. Empirical model was used to model the concentration of Zinc absorbed by Bushgreen roots with time. It was observed that the empirical equation relating the c...
Intermetallic Formation in Friction Welded Aluminum Tocopper with Nickel Interlayer
In this paper, aluminum has been friction welded with copper.Aluminumhas also been friction welded with a nickel interlayer in between. Hardness tests and 3 point bend tests were conducted on the weld zone using differen...
Planning, Scheduling and Tracking of building Using Primavera P6
The wide acceptance of this software, especially in industries of developing cities has made the project managers to easily handle the large projects effectively and also resulted in low cost as when compared to conventi...
Preparation and Characterization of Tungsten Oxide Thick Film Gas Sensor
Tungsten oxide (WO3) thick films are prepared by screen printing method for detection of pollutant gases. WO3 thick films characteristics was investigated for X-ray diffraction to determine the structure and phases. The...
Implementation of Six Sigma Method in the Chip Inductor Production Process to Reduce Product Defects; Case Study In PT. XYZ
Chip inductors are critical components used in LCD displays to support the display of the mobile phone screen at any time switched on. This component is produced by PT. XYZ is a manufacturing company that produces electr...