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On Upper and Lower Bounds for the Variance of a Function of a Random Variable

On Upper and Lower Bounds for the Variance of a Function of a Random Variable

Chernoff (1981) obtained an upper bound for the variance of a function of a standard normal random variable, using Hermite polynomials. Chen (1980) gave a different proof, using the Cauchy-Schwarz inequality, and extended the inequality to the case of a multivariate normal. Here it is shown how similar upper bounds …