Thesis Details

Aplikace pro sumarizaci textu

Bachelor's Thesis Student: Mička Jakub Academic Year: 2018/2019 Supervisor: Bartík Vladimír, Ing., Ph.D.
English title
Application for Text Summarization
Language
Czech
Abstract

This work is focused on an implementation a web application, which is a tool for automatic English text summarization. In result, automatic text summarization is made by TextRank and Latent semantic analysis method. Both of these methods are improved by named entity recognition. The main benefit of this work is proving that using the named entity recognition with Latent semantic analysis and especially with TextRank method leads to creation of higher quality summaries. This quality of the summaries was verified by ROUGE metrics.

Keywords

text summarization, natural language processing, ROUGE, Python, TextRank, Latent semantic analysis, lemmatization, stemmatization, named entities, stop words, tokenization

Department
Department of Information Systems FIT BUT
Degree Programme
Information Technology
Files
Status
defended, grade A
Date
12 June 2019
Reviewer
Zendulka Jaroslav, doc. Ing., CSc.
Committee
Hruška Tomáš, prof. Ing., CSc. (DIFS FIT BUT), předseda
Bidlo Michal, doc. Ing., Ph.D. (DCSY FIT BUT), člen
Češka Milan, doc. RNDr., Ph.D. (DITS FIT BUT), člen
Kreslíková Jitka, doc. RNDr., CSc. (DIFS FIT BUT), člen
Szőke Igor, Ing., Ph.D. (DCGM FIT BUT), člen
Citation
MIČKA, Jakub. Aplikace pro sumarizaci textu. Brno, 2019. Bachelor's Thesis. Brno University of Technology, Faculty of Information Technology. 2019-06-12. Supervised by Bartík Vladimír. Available from: https://www.fit.vut.cz/study/thesis/21653/
BibTeX 
@bachelorsthesis{FITBT21653,
    author = "Jakub Mi\v{c}ka",
    type = "Bachelor's thesis",
    title = "Aplikace pro sumarizaci textu",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2019,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/21653/"
}

Theses

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