Statistical inference for engineers and data scientists - Moulin, Pierre 1963-; Veeravalli, Venugopal V. 1963- (New York, NY Cambridge University Press, 2018)
Introduction -- Binary hypothesis testing -- Multiple hypothesis testing -- Composite hypothesis testing -- Signal detection -- Convex statistical distances -- Performance bounds for hypothesis testing -- Large deviations and error exponents for hypothesis testing -- Sequential and quickest change detection -- Detection of random processes -- Bayesian parameter estimation -- Minimum variance unbiased estimation -- Information Inequality and Cramâer-Rao lower bounds -- Maximum likelihood estimation -- Signal estimation.
Electronic reproduction.
Keywords: Mathematical statistics; Engineering -- Statistical methods; Quantitative research; Electronic Resource