Bc. Lukáš Farkaš

Bachelor's thesis

Implementation of iMLP in R

Implementation of iMLP in R
Abstract:
Táto práca sa zaoberá implementáciou viacvrstvového perceptronu používajúceho intervalové dáta, ako je definované Munoz a kol., do jazyka R. Vzhľadom na existujúcu R knižnicu s implementáciou architektúry viacvrstvového perceptrona, neuralnet, bolo rozhodnuté modifikovať tento model. Teoretická časť spočíva z krátkeho prehľadu histórie, fungovania, učiacich prístupov a algoritmov neurónových sieti …more
Abstract:
This work deals with implementation of multi-layer perceptron using interval-valued data as defined in Munoz et al. to R language. Given the existing R library with implementation of multi-layer perceptron architecture, neuralnet, it was chosen to modify this model. Theoretical part consists of brief overview of history, operation, learning approaches and algorithms of neural networks. Munoz et al …more
 

Keywords

neural network MLP iMLP interval arithmetics neuralnet perceptron R language
 
Language used: English
Date on which the thesis was submitted / produced: 29. 5. 2017
Identifier: https://is.muni.cz/th/ccj8a/

Thesis defence

  • Date of defence: 29. 6. 2017
  • Supervisor: RNDr. Andrea Vašeková
  • Reader: RNDr. Tomáš Jirsík

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Institution archiving the thesis and making it accessible: Masarykova univerzita, Fakulta informatiky
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Masaryk University

Faculty of Informatics

Bachelor programme / field:
Applied Informatics / Applied Informatics

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