Usporedba uspješnosti različitih algoritama strojnog učenja na različitim skupovima podataka

undergraduate thesis

• Title (english): Comparing Efficiency of Various Machine Learning Algorithms on Different Datasets
• Author: Ana Vuković
• Mentor: Marin Šilić (mentor)
• Committee member: Marin Šilić (predsjednik povjerenstva)
• Committee member: Lucija Šikić (član povjerenstva)
• Committee member: Davor Vukadin (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2021-07-07, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Cilj rada bila je usporedba uspješnosti algoritama strojnog učenja na različitim skupovima podataka. Uspoređeni su algoritmi logističke regresije, stroja potpornih vektora, k najbližih susjeda, naivan Bayesov klasifikator, algoritam stabla odluke i algoritam ansambla stabala odluke. Razmatrane mjere uspješnosti bile su točnost, preciznost, odziv i f1-mjera.

Abstract (english)

The aim of the paper was to compare the efficiency of machine learning algorithms on different data sets. Logistic regression algorithm, support vector machine, k nearest neighbors, naive Bayesian classifier, decision tree algorithm, and random forest algorithm were compared. Performance metrics considered were accuracy, precision, recall, and f1-score.

• Keywords: Strojno učenje; Logistička regresija; K najbližih susjeda; Stablo odluke; Algoritam ansambla stabala odluke; Naivan Bayesov klasifikator; Stroj potpornih vektora
• Keywords (english): Machine learning; Logistic regression; K nearest neighbors; Decision tree; Random forest; Naive Bayesian classifier; Support vector machine
• Language: croatian
• URN:NBN: urn:nbn:hr:168:813374
• 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: 2023-01-14 22:01:29