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Analysis of Classification Methods
Juríček, Jakub ; Zendulka, Jaroslav (referee) ; Burgetová, Ivana (advisor)
This work deals with the classification methods used in the knowledge discovery from data process and discusses the possibilities of their validation and comparison. Through experiments, the work focuses on the analysis of four selected methods: Naive Bayes classificator, decision tree, neural network and SVM. Factors influencing basic characteristics such as training speed, classification speed, accuracy are examined. A part of the thesis is a desktop application, which is a tool for training, testing and validation of individual methods. Eleven reference data sets are selected for experimental purposes. At the end of this work experimental results of comparison and observed characteristics of classification methods are summarized.
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Electron Technology for Desktop Applications Development
Ščensná, Júlia ; Maruniak, Lukáš (referee) ; Orság, Filip (advisor)
The thesis is focused on development of desktop applications based on web technologies. These applications are determined to run on major operation systems on the market, namely Windows, Linux and MacOS. The aim of this thesis is to examine technologies that offer this development and to select some of the technologies for future work that includes implementation of applications into selected technologies. At the end, the thesis describes comparison of applications and their testing. The results of this work are implemented applications and their comparison on basis of possibilities they provide.
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Multiplatform Photo Organizer
Urmínová, Magdaléna ; Bartík, Vladimír (referee) ; Hynek, Jiří (advisor)
Táto bakalárska práca sa zaoberá vytvorením multiplaformnej desktopovej aplikácie na organizáciu a manažment fotografií. Analyzuje požiadavky uživateľov a vysvetluje koncept metadát fotografií. Následne študuje princípy dizajnu použiteľnej multiplatformnej aplikácie a popisuje tri nástroje na multiplatofrmný vyvoj. Predstavuje Electron a popisuje jeho architektúru. Proces implementácie je vysvetlený spolu s vymenovaním použitých nástrojov a knižníc. Vyhodnotenie aplikácie bolo určené na základe uživateľského testovania a~testovania výkonu.
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Multiplatform Photo Organizer
Urmínová, Magdaléna ; Bartík, Vladimír (referee) ; Hynek, Jiří (advisor)
Táto bakalárska práca sa zaoberá vytvorením multiplaformnej desktopovej aplikácie na organizáciu a manažment fotografií. Analyzuje požiadavky uživateľov a vysvetluje koncept metadát fotografií. Následne študuje princípy dizajnu použiteľnej multiplatformnej aplikácie a popisuje tri nástroje na multiplatofrmný vyvoj. Predstavuje Electron a popisuje jeho architektúru. Proces implementácie je vysvetlený spolu s vymenovaním použitých nástrojov a knižníc. Vyhodnotenie aplikácie bolo určené na základe uživateľského testovania a~testovania výkonu.
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Analysis of Classification Methods
Juríček, Jakub ; Zendulka, Jaroslav (referee) ; Burgetová, Ivana (advisor)
This work deals with the classification methods used in the knowledge discovery from data process and discusses the possibilities of their validation and comparison. Through experiments, the work focuses on the analysis of four selected methods: Naive Bayes classificator, decision tree, neural network and SVM. Factors influencing basic characteristics such as training speed, classification speed, accuracy are examined. A part of the thesis is a desktop application, which is a tool for training, testing and validation of individual methods. Eleven reference data sets are selected for experimental purposes. At the end of this work experimental results of comparison and observed characteristics of classification methods are summarized.
|
|
|
Electron Technology for Desktop Applications Development
Ščensná, Júlia ; Maruniak, Lukáš (referee) ; Orság, Filip (advisor)
The thesis is focused on development of desktop applications based on web technologies. These applications are determined to run on major operation systems on the market, namely Windows, Linux and MacOS. The aim of this thesis is to examine technologies that offer this development and to select some of the technologies for future work that includes implementation of applications into selected technologies. At the end, the thesis describes comparison of applications and their testing. The results of this work are implemented applications and their comparison on basis of possibilities they provide.
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