Primjena regresijske analize u edukacijskoj domeni

undergraduate thesis

• Title (english): Application of Regression Analysis in the Educational Domain
• Author: Marin Krešo
• Mentor: Damir Pintar (mentor)
• Committee member: Damir Pintar (predsjednik povjerenstva)
• Committee member: Mihaela Vranić (član povjerenstva)
• Committee member: Luka Humski (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2017-07-13, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu opisana su i objašnjena kljucna znanstvena polja te cjelokupan
proces za dubinsku analizu podataka nad podacima iz edukacijske domene.
Objašnjene su i veoma bitne regresijske metode te kako ih pravilno upotrijebiti
za rješavanje danih problema, takožer su i objašnjene bitne tehnike koje nam
pomažu pri primjeni takvih metoda
Osim teorijskog dijela, u sklopu rada provedena je i konkretna analiza u kojoj su
primjenjene prethodno opisane metode, tehnike i znanja. Na kraju su prezentirani
rezultati predvižanja novih podataka dobivenih korištenjem regresijskih metoda.

Abstract (english)

This works describes and explains important science fields and whole process of
educational data mining. Also, it explains very important regression methods
and how to apply them properly on given problems, with addition of explaining
useful tehniques during application of such methods.
In addition to the theoretical part of this paper, a concrete analysis was carried
out in which were applied previously mentioned methods and tehniques. At the
end are presented the analysis results of predicting new values with regression
methods.

• Keywords: linearna regresija; regresijsko stablo; strojno ucenje; dubinska analiza podataka iz edukacijske domene
• Keywords (english): linear regression; regression trees; machine learning; educational data mining
• Language: croatian
• URN:NBN: urn:nbn:hr:168:015331
• 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
• Created on: 2019-03-13 21:57:10