Slovenia joined EU rather fast (2003), so that might also have contributed to the prosperity. Joining EU is not exactly "breaking up", is more like "joining".

Currently, the rest of ex-Yugoslavia countries don't seem to do as well as Slovenia, and the main difference is date of joining the EU...