Paralelizacija klasifikacijskih modela

Poslon, Mato

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undergraduate thesis

Paralelizacija klasifikacijskih modela

2014. urn:nbn:hr:168:769903

Poslon, Mato

University of Zagreb
Faculty of Electrical Engineering and Computing

Cite this document

APA 6th Edition

Poslon, M. (2014). Paralelizacija klasifikacijskih modela (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:769903

MLA 8th Edition

Poslon, Mato. "Paralelizacija klasifikacijskih modela." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2014. https://urn.nsk.hr/urn:nbn:hr:168:769903

Chicago 17th Edition

Poslon, Mato. "Paralelizacija klasifikacijskih modela." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2014. https://urn.nsk.hr/urn:nbn:hr:168:769903

Harvard

Poslon, M. (2014). 'Paralelizacija klasifikacijskih modela', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 25 April 2024, https://urn.nsk.hr/urn:nbn:hr:168:769903

Vancouver

Poslon M. Paralelizacija klasifikacijskih modela [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2014 [cited 2024 April 25] Available at: https://urn.nsk.hr/urn:nbn:hr:168:769903

IEEE

M. Poslon, "Paralelizacija klasifikacijskih modela", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2014. Available at: https://urn.nsk.hr/urn:nbn:hr:168:769903

Cite this item: https://urn.nsk.hr/urn:nbn:hr:168:769903

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Metadata

Title	Paralelizacija klasifikacijskih modela
Title (english)	Classification Models Paralelisation
Author	Mato Poslon
Mentor	Vlado Sruk (mentor)
Committee member	Vlado Sruk (predsjednik povjerenstva)
Committee member	Zvonimir Pavlić (član povjerenstva)
Committee member	Klemo Vladimir (član povjerenstva)
Granter	University of Zagreb Faculty of Electrical Engineering and Computing Zagreb
Defense date and country	2014-07-14, Croatia
Scientific / art field, discipline and subdiscipline	TECHNICAL SCIENCES Computing
Abstract	U radu su prikazana osnovna svojstva najrasprostranjenijih modela klasifikacije. Predstavljena je provedena modifikacija C4.5 algoritma s ciljem poboljšanja performansi algoritma. Analizirani su zahtjevi za računalnim resursima i mogućnosti paralelizacije. Proučene su mogućnosti alata za automatsku paralelizaciju. Paralelizacija je provedena pomoću alata LLVM Polly. Vrednovanje je provedeno na primjerima UCI repozitorija covtype i census-income. Dobiveni rezultati pokazuju kako Polly nije pomogao poboljšati performanse. Analiziran je postupak klasifikacije.
Abstract (english)	Properties of most used classification models are shown. C4.5 algorithm modification is demonstrated with purpose of increasing performance. Computer resources demand and paralelisation possibilities are analyzed. Automatic paralelisation tools capabilities are pondered. Paralelisation is made with LLVM Polly. Evaluation was conducted on datasets covtype ad census-income from UCI repository. Results show that Polly didn't help raise the performance. Classification procedure is analyzed.
Keywords
Keywords (english)
Language	croatian
URN:NBN	urn:nbn:hr:168:769903
Study programme	Title: 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 resource	Text
File origin	Born digital
Access conditions	Closed access
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Created on	2018-02-05 17:50:55