Thesis Details

Analýza dějových linií na základě shrnutí obsahu knih a uživatelských recenzí

Bachelor's Thesis Student: Rúček Peter Academic Year: 2021/2022 Supervisor: Smrž Pavel, doc. RNDr., Ph.D.
English title
Plot Analysis from Book Summaries and User Reviews
Language
Czech
Abstract

The aim of this work is to create a system for analysis and classification of plot keywords from summarized storylines and user reviews in English. The chosen problem is solved using a transformer-based machine learning technique. The created solution also implements data downloading and a dataset of user reviews and information about books was created, exceeding 23 million reviews and 900 thousand information about books. The system can predict what plot keywords the data contains. 

Keywords

natural language processing, machine learning, neural networks, bert, plots, user reviews, classification, multi-label, webscraping

Department
Degree Programme
Files
Status
defended, grade C
Date
16 June 2022
Reviewer
Committee
Smrž Pavel, doc. RNDr., Ph.D. (DCGM FIT BUT), předseda
Burgetová Ivana, Ing., Ph.D. (DIFS FIT BUT), člen
Kreslíková Jitka, doc. RNDr., CSc. (DIFS FIT BUT), člen
Smrčka Aleš, Ing., Ph.D. (DITS FIT BUT), člen
Strnadel Josef, Ing., Ph.D. (DCSY FIT BUT), člen
Citation
RÚČEK, Peter. Analýza dějových linií na základě shrnutí obsahu knih a uživatelských recenzí. Brno, 2022. Bachelor's Thesis. Brno University of Technology, Faculty of Information Technology. 2022-06-16. Supervised by Smrž Pavel. Available from: https://www.fit.vut.cz/study/thesis/24752/
BibTeX
@bachelorsthesis{FITBT24752,
    author = "Peter R\'{u}\v{c}ek",
    type = "Bachelor's thesis",
    title = "Anal\'{y}za d\v{e}jov\'{y}ch lini\'{i} na z\'{a}klad\v{e} shrnut\'{i} obsahu knih a u\v{z}ivatelsk\'{y}ch recenz\'{i}",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2022,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/24752/"
}
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