20.500.12556/DKUM-72671 Zaznavanje in napovedovanje prisotnosti napak v izvorni kodi s pomočjo metrik programske opreme in strojnega učenja Fault presence detection and prediction in the source code using software metrics and machine learning V magistrski nalogi smo spoznali različne tipe metrik za merjenje karakteristik izvorne kode in algoritme strojnega učenja. Obe področji smo združili v aplikaciji, s katero smo testirali natančnost napovedovanja prisotnosti napak v izvorni kodi z različnimi algoritmi strojnega učenja. Aplikacija je razvita v Javi s pomočjo knjižnice WEKA 3.8. S pridobljenimi rezultati smo pokazali, da bi nekatere pristope lahko uporabili za napovedovanje napak v izvorni kodi. In this master thesis we studied various types of metrics for measuring source code characteristic and machine learning algorithms. We combined the two fields in an application to test the accuracy of fault presence detection with various machine learning algorithms. The application was developed in Java using the WEKA 3.8 library. Using the btained results, we have shown that some approaches could be used to predict errors in the source code. metrike programske opreme strojno učenje napake programske opreme software metrics machine learning software faults true true false M. Polanec Slovenski jezik Angleški jezik Magistrsko delo/naloga 2018-10-11 17:50:42 2018-12-05 08:57:09 2022-08-01 22:58:32 2019-07-11 19:26:44 2018 0 [Maribor 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.4\'2/.6:004.5(043.2) 21989654 URN:SI:UM:DK:HO5UAMTV MAG_Polanec_Mihael_2018.pdf MAG_Polanec_Mihael_2018.pdf 1 FD010C520B06AF3B952B4B74A9AB7699 1a50bc5b97348316df4f39e5dd3d5c1da4df2c748c07201285edec4701a5d0c1 78d91fca-7c10-11eb-bb7a-00155d0001ca 20.500.12556/dkum/85a759cf-4fc3-478d-88f3-4363ca2764d8 https://dk.um.si/Dokument.php?lang=slv&id=131033 MAG_Polanec_Mihael_2018.zip MAG_Polanec_Mihael_2018.zip 1 39D8E21F6B57D9ED8B53234F1E35DF8D 2c764926438277acf6a23bb2b86495e35b3c43cbfb08d101e0e06742670cd8de 86297d94-7c10-11eb-bb7a-00155d0001ca 20.500.12556/dkum/0d460035-c7d7-4342-8ed4-3285ac7a67e6 https://dk.um.si/Dokument.php?lang=slv&id=131650 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0