no code implementations • 20 Mar 2024 • Ileana Montoya Perez, Parisa Movahedi, Valtteri Nieminen, Antti Airola, Tapio Pahikkala
Objectives: The aim of this study is to evaluate the Mann-Whitney U test on DP-synthetic biomedical data in terms of Type I and Type II errors, in order to establish whether statistical hypothesis testing performed on privacy preserving synthetic data is likely to lead to loss of test's validity or decreased power.
no code implementations • 29 Jan 2018 • Ileana Montoya Perez, Antti Airola, Peter J. Boström, Ivan Jambor, Tapio Pahikkala
This method extends LPO by creating a tournament from pair comparisons to produce a ranking for the data.