Analiza trajanja izgradnje izvršnih artefakata za operacijski sustav Android

master's thesis

• Title (english): Build Time Analysis of Executable Artefacts for Android Operating System
• Author: Marin Grbić
• 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: 2020-07-07, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Izgradnja izvršnog artefakta neizbježan proces je u razvoju aplikacije za operacijski sustav Android. Proces izgradnje često traje i do nekoliko minuta i time utječe na računalne resurse, ali i na vrijeme razvoja aplikacije. U svrhu analize trajanja izgradnje razvijen je sustav preko kojeg je moguće dobiti predviđanje trajanja izgradnje za određeni Android projekt. Rad sustava temelji se na modelima strojnog učenja: za određivanje trajanja izgradnje korišten je linearni regresijski model dok je... More za predviđanje vremenske serije značajki u budućnosti korišten autoregresijski model. Sustav nudi jednostavno korisničko sučelje gdje korisnik može na sustav prenijeti projekt. Less

Abstract (english)

Building executable artefacts is an inevitable process when developing applications for Android operation system. This process can can last up to several minutes and therefore has impact on computer resources, as well as application development time. In purpose of analysing the build time, a system is developed which offers the build time forecast of a particular Android project. System operation is based on machine learning models: a linear regression model is used to determine the build... More time, while an autoregression model is used to forecast a time series of a particular feature in future. The system offers a simple user interface where user is able to upload his project. Less

• Keywords: Android; vrijeme izgradnje; strojno učenje; linearna regresija; predviđanje vremenske serije
• Keywords (english): Android; build time; machine learning; linear regression; time series forecasting
• Language: croatian
• URN:NBN: urn:nbn:hr:168:364514
• Study programme: Title: Computing; Study programme type: university; Study level: graduate; Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2023-01-13 10:01:57