20.500.12556/RUL-99586 Modeliranje pretoka igralnega časa med zaporednima dogodkoma na košarkarski tekmi Modelling the Elapsed Time between Two Events in a Basketball Game V diplomskem delu smo reševali problem napovedovanja pretoka časa med dvema dogodkoma na košarkarski tekmi. Najprej smo preučili vhodne podatke, kjer so bile kombinacije dogodkov zapisane v kronološkem zaporedju. Podatke smo preoblikovali v obliko, primerno za uporabo v strojnem učenju. Pretok časa smo napovedovali s pomočjo linearne regresije, regresijskih dreves in nevronskih mrež. Vsak algoritem smo na kratko predstavili, poiskali najboljšo kombinacijo neodvisnih spremenljivk in ostalih parametrov ter na koncu predstavili najboljši model. V zaključku smo primerjali najboljše modele uporabljenih metod strojnega učenja. Najboljše rezultate je dosegla nevronska mreža, najslabše pa pričakovano linearna regresija. Za konec smo strnili naše ugotovitve ter predlagali še nekaj predlogov za izboljšave. In this thesis, the problem of predicting the elapsed time between two events in a basketball game is researched. First, our input data consisting of combinations of events in chronological order is studied, and then, the data is prepared and transformed so that it becomes better suited for machine learning. The elapsed time is predicted with the help of linear regression, regression trees and neural networks. For each algorithm, a short description is created; further, the best combination of independent variables and other parameters is found and finally, the best model is presented. To conclude, the best models of the utilized machine learning methods are compared. The best results were achieved by neural networks, while linear regression, as expected, proved to be the worst. Finally, the findings are presented and a few suggestions for improvements are added. košarka napovedovanje pretoka časa linearna regresija regresijska drevesa nevronske mreže basketball prediction of the elapsed time linear regression regression trees neural networks true false false Slovenski jezik Angleški jezik Diplomsko delo/naloga 2018-02-06 11:15:05 2018-02-06 11:15:07 2022-08-24 17:00:41 0000-00-00 00:00:00 2018 0 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 1970-01-01 20262 Mavric_Luka_-_Modeliranje_pretoka_igralnega_casa_med_zaporednima_dogodkoma_na_kosarkarski_tekmi.pdf Mavric_Luka_-_Modeliranje_pretoka_igralnega_casa_med_zaporednima_dogodkoma_na_kosarkarski_tekmi.pdf 1 A456BBFBEECA5268675B3D75FE0949E2 1f576ce7421c6ea00004d82b76bad0da245b588dd46d1d9f9d95c2a136bc75de 9a5263ee-a1b4-11eb-a523-00155dcfd717 20.500.12556/rul/17682551-7d15-45a3-88ad-f9988ded30a0 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=109106 Fakulteta za računalništvo in informatiko 0 0 0