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undergraduate thesis
Model višedimenzionalne analize podataka s primjenom na problem klasifikacije sportaša
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. urn:nbn:hr:168:702548
Kada, Karlo
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Kada, K. (2022). Model višedimenzionalne analize podataka s primjenom na problem klasifikacije sportaša (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:702548

Kada, Karlo. "Model višedimenzionalne analize podataka s primjenom na problem klasifikacije sportaša." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:702548

Kada, Karlo. "Model višedimenzionalne analize podataka s primjenom na problem klasifikacije sportaša." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:702548

Kada, K. (2022). 'Model višedimenzionalne analize podataka s primjenom na problem klasifikacije sportaša', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 18 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:702548

Kada K. Model višedimenzionalne analize podataka s primjenom na problem klasifikacije sportaša [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2022 [cited 2024 November 18] Available at: https://urn.nsk.hr/urn:nbn:hr:168:702548

K. Kada, "Model višedimenzionalne analize podataka s primjenom na problem klasifikacije sportaša", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2022. Available at: https://urn.nsk.hr/urn:nbn:hr:168:702548

Metadata
TitleModel višedimenzionalne analize podataka s primjenom na problem klasifikacije sportaša
Title (english)Higher-dimensional data analysis with application in classification of players
AuthorKarlo Kada
MentorLenka Mihoković (mentor)
Committee memberLenka Mihoković (predsjednik povjerenstva)
Committee memberTomislav Burić (član povjerenstva)
Committee memberMervan Pašić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2022-07-05, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Da bi se dobio odgovor na problem predviđanja budućeg uspjeha mladih sportaša, isti su nasumično podijeljeni u dvije skupine - kontrolnu i radnu. Radna se skupina koristila za razvoj i optimizaciju novog višedimenzionalnog modela koji je kombinirao SVD i ROC analizu. Nakon optimizacije, model je testiran na kontrolnoj skupini. Korištenjem SVD analize nad antropometričkim podacima i podacima fizičke spreme, objektivno su određeni kriteriji za razlikovanje budućeg uspjeha u karijeri sa senzitivnošću većom od 80%. Zbog toga zaključujemo da bi predložena analiza mogla biti korisna prilikom raspoznavanja talenta igrača.
Abstract (english)
To solve the problem of young players’ future career attainment prediction, players were blindly and randomly divided into two datasets - explanatory and validation. The exploratory dataset was used to develop and optimize a novel higher-dimensional model, which combined SVD with ROC analysis. Once optimized, the model was tested using the validation dataset. Through the use of SVD analysis it was possible to objectively identify criteria to distinguish future career attainment with a sensitivity over 80% using anthropometric and fitness data alone. As such, this suggests that proposed analysis may be a useful analysis tool for research and practice within talent identification.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:702548
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 on2023-01-15 10:28:29