Predviđanje ishoda računalnih igara s više igrača pomoću algoritama strojnog učenja

undergraduate thesis

• Title (english): Prediction of Multiplayer Computer Games Outcome Using Machine Learning Algorithms
• Author: Karlo Butorac
• Mentor: Marin Šilić (mentor)
• Committee member: Marin Šilić (predsjednik povjerenstva)
• Committee member: Klemo Vladimir (član povjerenstva)
• Committee member: Goran Delač (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2018-07-13, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom završnom radu proučeni i opisani su popularni algoritmi strojnog učenja koji se primjenjuju u klasifikaciji podataka. Programski je ostvaren sustav za predviđanje ishoda računalnih igara za računalnu igru League of Legends. Prikupljen je odgovarajući skup podataka za vrednovanje ostvarenog sustava. Ispitana je uspješnost programskog sustava i uspoređeni su različiti algoritmi koji su se koristili u klasifikaciji.

Abstract (english)

In this final assignment, we have studied and described the most popular machine learning algorithms that are applied in the classification of data, and a system has been programmed for predicting the outcomes of the computer game League of Legends. An appropriate dataset for evaluating the system was collected. The success of the program system was tested and the different algorithms used in the classification were compared.

• Keywords: strojno učenje; nadzirano učenje; nenadzirano učenje; podržano učenje; klasifikacija; regresija; skup podataka; analiza podataka
• Keywords (english): machine learning; supervised learning; unsupervised learning; reinforcement learning; classification; regression; data set; data analysis
• Language: croatian
• URN:NBN: urn:nbn:hr:168:267674
• 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 19:30:46