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undergraduate thesis
Paralelizacija klasifikacijskih modela
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2014. urn:nbn:hr:168:769903
Poslon, Mato
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

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

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

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

Poslon, M. (2014). 'Paralelizacija klasifikacijskih modela', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 04 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:769903

Poslon M. Paralelizacija klasifikacijskih modela [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2014 [cited 2024 November 04] Available at: https://urn.nsk.hr/urn:nbn:hr:168:769903

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

Metadata
TitleParalelizacija klasifikacijskih modela
Title (english)Classification Models Paralelisation
AuthorMato Poslon
MentorVlado Sruk (mentor)
Committee memberVlado Sruk (predsjednik povjerenstva)
Committee memberZvonimir Pavlić (član povjerenstva)
Committee memberKlemo Vladimir (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2014-07-14, 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)
Languagecroatian
URN:NBNurn:nbn:hr:168:769903
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 on2018-02-05 17:50:55