Researcher: Tshilisanani Mudau, University Venda
Supervisor: Dr Michael Klipin and Prof. Hima Vadapalli, University of the Witwatersrand, Johannesburg

Machine Learning models have become the modern way to protect patient health information. Which Machine Learning model can best perform this task?

The Conditional Random Fields model easily recognized sensitive Health Information when given more or less information. Random Forest only recognized sensitive Health Information when more information is given. The patient sensitive information learnt by models is replaced with fake but meaningful information to protect the owner of the information from being traced.