Bengali text summarization using TextRank, Fuzzy C-means and aggregated scoring techniques
This thesis is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2018.
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BRAC University
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10361-114252022-01-26T10:10:31Z Bengali text summarization using TextRank, Fuzzy C-means and aggregated scoring techniques Rahman, Alvee Rafiq, Fahim Md Saha, Ramkrishna Rafian, Ruhit Arif, Hossain Department of Computer Science and Engineering, BRAC University TextRank C-means Text summarization This thesis is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2018. Includes bibliographical references (pages 37-39). Cataloged from PDF version of thesis. In this world, it is very difficult and time consuming for humans to summarize large documents, reports, news and research articles. Multiple text summarization techniques play vital roles in picking the important points and sentences thus reducing the time and effort required to read a whole article. Numerous summarization techniques have been applied to the English language but comparatively work on Bengali text summarization is still limited. Furthermore, in our country, Bangladesh, all summarization is mainly done by humans. Keeping that in mind we aim to find a simple way of summarizing Bengali texts with the technology at hand. Text summarization can be of two types, either abstractive or extractive. In this paper we will use extractive text summarization to summarize Bengali passages, using Fuzzy C-Means, TextRank and Aggregate Sentence Scoring methodologies. We have also done a comparative study, among the 3 methodologies we have used and aim to find the most precise methodology for Bengali text summarization. Alvee Rahman Fahim Md Rafiq Ramkrishna Saha Ruhit Rafian B. Computer Science and Engineering 2019-02-18T03:37:17Z 2019-02-18T03:37:17Z 2018 2018-12 Thesis ID 15101036 ID 15101056 ID 15101024 ID 14201038 http://hdl.handle.net/10361/11425 en BRAC University theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 39 pages application/pdf BRAC University |
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Brac University |
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Institutional Repository |
language |
English |
topic |
TextRank C-means Text summarization |
spellingShingle |
TextRank C-means Text summarization Rahman, Alvee Rafiq, Fahim Md Saha, Ramkrishna Rafian, Ruhit Bengali text summarization using TextRank, Fuzzy C-means and aggregated scoring techniques |
description |
This thesis is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2018. |
author2 |
Arif, Hossain |
author_facet |
Arif, Hossain Rahman, Alvee Rafiq, Fahim Md Saha, Ramkrishna Rafian, Ruhit |
format |
Thesis |
author |
Rahman, Alvee Rafiq, Fahim Md Saha, Ramkrishna Rafian, Ruhit |
author_sort |
Rahman, Alvee |
title |
Bengali text summarization using TextRank, Fuzzy C-means and aggregated scoring techniques |
title_short |
Bengali text summarization using TextRank, Fuzzy C-means and aggregated scoring techniques |
title_full |
Bengali text summarization using TextRank, Fuzzy C-means and aggregated scoring techniques |
title_fullStr |
Bengali text summarization using TextRank, Fuzzy C-means and aggregated scoring techniques |
title_full_unstemmed |
Bengali text summarization using TextRank, Fuzzy C-means and aggregated scoring techniques |
title_sort |
bengali text summarization using textrank, fuzzy c-means and aggregated scoring techniques |
publisher |
BRAC University |
publishDate |
2019 |
url |
http://hdl.handle.net/10361/11425 |
work_keys_str_mv |
AT rahmanalvee bengalitextsummarizationusingtextrankfuzzycmeansandaggregatedscoringtechniques AT rafiqfahimmd bengalitextsummarizationusingtextrankfuzzycmeansandaggregatedscoringtechniques AT saharamkrishna bengalitextsummarizationusingtextrankfuzzycmeansandaggregatedscoringtechniques AT rafianruhit bengalitextsummarizationusingtextrankfuzzycmeansandaggregatedscoringtechniques |
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