Monica Ewomazino Akokuwebe, Salmon Likoko, Godswill N Osuafor, Erhabor Sunday Idemudia
Determinants of life satisfaction among migrants in South Africa: an analysis of the GCRO's quality of life survey (2009-2021)
BMC public health
casebased reasoning cbr form analogical reasoning solution new query case determined using database previous known cases solutions cases similar query retrieved database solutions adapted query medicine case usually corresponds patient problem consists classifying patient class diagnostic therapy compared black box algorithms deep learning responses cbr systems justified easily using similar cases examples however possibility often underexploited explanations provided cbr systems limited display similar cases paper propose cbr method executed automatically algorithm presented visually user interface providing visual explanations visual reasoning retrieving similar cases visual interface displays quantitative qualitative similarities query similar cases one easily classify query visual reasoning fully explainable manner combines quantitative approach visualized scatter plot based multidimensional scaling polar coordinates preserving distances involving query qualitative approach set visualization using rainbow boxes applied method breast cancer management showed three public datasets qualitative method classification accuracy comparable knearest neighbors algorithms better explainable also tested proposed interface small user study finally apply proposed approach real dataset breast cancer medical experts found visual approach interesting explains cases similar visualization shared patient characteristics