prikaz prve stranice dokumenta Implementacija i analiza algoritma analize glavnih komponenti
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undergraduate thesis
Implementacija i analiza algoritma analize glavnih komponenti
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. urn:nbn:hr:168:726374
Lukić, Antonio
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Lukić, A. (2023). Implementacija i analiza algoritma analize glavnih komponenti (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:726374

Lukić, Antonio. "Implementacija i analiza algoritma analize glavnih komponenti." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:726374

Lukić, Antonio. "Implementacija i analiza algoritma analize glavnih komponenti." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:726374

Lukić, A. (2023). 'Implementacija i analiza algoritma analize glavnih komponenti', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 07 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:726374

Lukić A. Implementacija i analiza algoritma analize glavnih komponenti [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2024 November 07] Available at: https://urn.nsk.hr/urn:nbn:hr:168:726374

A. Lukić, "Implementacija i analiza algoritma analize glavnih komponenti", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:726374

Metadata
TitleImplementacija i analiza algoritma analize glavnih komponenti
Title (english)Implementation and analysis of the principal component analysis algorithm
AuthorAntonio Lukić
MentorJan Šnajder (mentor)
Committee memberJan Šnajder (predsjednik povjerenstva)
Committee memberDavid Dukić (član povjerenstva)
Committee memberJosip Jukić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2023-07-05, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Rastuća količina podataka koja se generira iz godine u godinu zahtijeva učinkovite metode za obradu i analizu. U ovom radu implementiran je i istražen algoritam analize glavnih komponenti. Opisane su matematičke metode te model autoenkodera potrebnog za razumijevanje algoritma. Implementacija algoritma ostvarena je na dva načina: maksimizacijom varijance u prostoru projekcije te minimizacijom rekonstrukcijske pogreške. Uspoređeni su rezultati dviju implementacija nad stvarnim i umjetnim podacima te su prikazane prednosti i mane svake od implementacija. Završno, uspoređena je učinkovitost implementacija s postojećim rješenjima.
Abstract (english)
The growing amount of data generated year after year requires efficient methods for processing and analysis. In this work, the principle component analysis algorithm was implemented and researched. Mathematical methods and the autoencoder model were described to understand the algorithm. The algorithm was implemented in two ways: maximization of the variance in the projection space and minimization of the reconstruction error. The results of two implementations on real and artificial data were compared, and the advantages and disadvantages of each implementation were presented. Finally, the effectiveness of the implementations was compared with already implemented solutions.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:726374
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2023-07-13 10:17:07