Thesis Details

Analýza metod pro detekci odlehlých hodnot

Master's Thesis Student: Labaš Dominik Academic Year: 2020/2021 Supervisor: Burgetová Ivana, Ing., Ph.D.
English title
Analysis of Outlier Detection Methods
Language
Czech
Abstract

The topic of this thesis is analysis of methods for detection of outliers. Firstly, a description of outliers and various methods for their detection is provided. Then a description of selected data sets for testing of methods for detection of outliers is given. Next, an application design for the analysis of the described methods is presented. Then, technologies are presented, which provide models for described methods of detection of outliers. The implementation is then described in more detail. Subsequently, the results of experiments are presented, which represent the main part of this thesis. The results are evaluated and the individual models are compared with each other. Lastly, a method for accelerating outlier detection is demonstrated.

Keywords

outliers, statistics, data mining, analysis, comparison

Department
Department of Information Systems FIT BUT
Degree Programme
Information Technology, Field of Study Information Systems
Files
Status
defended, grade B
Date
21 June 2021
Reviewer
Bartík Vladimír, Ing., Ph.D.
Committee
Hruška Tomáš, prof. Ing., CSc. (DIFS FIT BUT), předseda
Burget Radek, doc. Ing., Ph.D. (DIFS FIT BUT), člen
Grégr Matěj, Ing., Ph.D. (DIFS FIT BUT), člen
Kreslíková Jitka, doc. RNDr., CSc. (DIFS FIT BUT), člen
Meduna Alexander, prof. RNDr., CSc. (DIFS FIT BUT), člen
Očenášek Pavel, Mgr. Ing., Ph.D. (DIFS FIT BUT), člen
Citation
LABAŠ, Dominik. Analýza metod pro detekci odlehlých hodnot. Brno, 2021. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2021-06-21. Supervised by Burgetová Ivana. Available from: https://www.fit.vut.cz/study/thesis/23709/
BibTeX 
@mastersthesis{FITMT23709,
    author = "Dominik Laba\v{s}",
    type = "Master's thesis",
    title = "Anal\'{y}za metod pro detekci odlehl\'{y}ch hodnot",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2021,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/23709/"
}

Theses

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