Paraphrase Detection based on Vector Space Model: A Study of Utilization of Semantic Network for Improving Information

Nurwati, Yudi Santoso, Krisna Adiyarta

2019

Abstract

Paraphrasing if seen in plain view, does not look like it, so we need a technique or model that can measure the level of similarity between documents that will compare these documents. Vector Space Model is a standard approach model used to find similarities between documents. This study aims to find a system model that can be applied to paraphrase detection applications by utilizing semantic information as a tool that is integrated with the Vector Space Model. This study will use prototyping research strategies. The approach taken in conducting this investigation is to compare the performance of the system prototype developed according to the research hypothesis with a standard prototype that is built according to a standard framework. In its investigation, this research will use Confusion matrix as the most popular tool in evaluating system performance using accuracy performance criteria, namely Precision and Recall. In this way, it is expected that the semantic network model, data structure model, and algorithm that can be integrated with the vector space model to produce a paraphrase detection system that has a perfect performance is expected.

Paper Citation

in Harvard Style

Nurwati., Santoso Y. and Adiyarta K. (2019). Paraphrase Detection based on Vector Space Model: A Study of Utilization of Semantic Network for Improving Information.In Proceedings of the 1st International Conference on IT, Communication and Technology for Better Life - Volume 1: ICT4BL, ISBN 978-989-758-429-9, pages 172-176. DOI: 10.5220/0008931301720176

in Bibtex Style

@conference{ict4bl19,
author={Nurwati and Yudi Santoso and Krisna Adiyarta},
title={Paraphrase Detection based on Vector Space Model: A Study of Utilization of Semantic Network for Improving Information},
booktitle={Proceedings of the 1st International Conference on IT, Communication and Technology for Better Life - Volume 1: ICT4BL,},
year={2019},
pages={172-176},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008931301720176},
isbn={978-989-758-429-9},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on IT, Communication and Technology for Better Life - Volume 1: ICT4BL,
TI - Paraphrase Detection based on Vector Space Model: A Study of Utilization of Semantic Network for Improving Information
SN - 978-989-758-429-9
AU - Nurwati.
AU - Santoso Y.
AU - Adiyarta K.
PY - 2019
SP - 172
EP - 176
DO - 10.5220/0008931301720176