Machine Learning, Privacy, Differential Privacy, Data Analysis, Database.
intuitively, the uncertainty in the response that we must introduce to hide the participation of a single individual. Thus the laplacian mechanism helps us to preserve privacy under the settings of Global differential privacy. The sensitivity of a function(Query) also tells us how much we must