20.500.12556/RUL-110002 Zaznavanje diskriminacije v dvostopenjskih odločitvenih procesih delo diplomskega seminarja Detecting disparate impact arising from two-stage selection processes Težave dosedaj uporabljenih metod pri zaznavanju diskriminacije v dvostopenjskih odločitvenih procesih obsegajo nekonsistentnost rezultatov ob uporabi različnih testov na istih oziroma podobnih podatkih, visoko medsebojno koreliranost uporabljenih testov, problem multikoreliranosti ter ne optimalno aplikacijo specifičnih testov. Moč sedajšnih testov je močno odvisna od vzorcev, na katere jih apliciramo. Tekom diplome skonstruiramo PW test ter predstavimo Pt test. Testa ohranjata velikost na željeni $\alpha$ stopnji, imata visoko moč in konsistentne rezultate. Simulacijska raziskava pokaže, da sta primerna izbira, kadar se standardna odklona razlikujeta. Problems of statistical methods used so far in detecting disparate impact arising from two-stage selection processes include inconsistency of results while using different tests on the same or similar data, high correlation between used tests, multiple comparison problem and not optimal application of specific tests. Power of current tests strongly depends on the samples, on which they are applied. During bachelor's thesis we construct PW test and present Pt test. They keep their size at the nominal $\alpha$ level, have high power and consistent results. Simulation study results indicate that PW and Pt test are appropriate choice when the standard deviations are different. diskriminacija dvostopenjski statistični test Brunner-Munzel modificirani Wilcoxonov test linearna ranžirna statistika discrimination two-step statistical test Brunner-Munzel modified Wilcoxon test linear rank statistics true false false Slovenski jezik Angleški jezik Delo diplomskega seminarja/zaključno seminarsko delo/naloga 2019-09-11 07:46:34 2019-09-11 07:46:36 2024-05-30 10:51:56 0000-00-00 00:00:00 2019 0 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 519.2 98624 18740313 935.pdf 935.pdf 1 44266143671FA8D665916C109480195F 1f5e44e7c4982ee562ebd03be7d0691d21fd4ef7a3bbc95543404cbee1ac1c31 01fc3381-a1b7-11eb-a523-00155dcfd717 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=121612 Fakulteta za matematiko in fiziko 0 0 0