This thesis is a summary of the author's several works during his Ph.D. Besides, it has established the optimal sample complexity of differentially private closeness testing.

翻译：这篇论文是提交人在博士学位期间的几份著作的摘要。 此外,它确定了不同私人近距离测试的最佳样本复杂性。