Title :
A Simple Asymptotic Bound on the Error of the Ordinary Normal Approximation to the Student´s t-Distribution
Author :
Shafiei, Akbar ; Saberali, S. Mohammad
Author_Institution :
Dept. of Electr. Eng., Univ. of Isfahan, Isfahan, Iran
Abstract :
A simple asymptotic bound on the error of the ordinary normal approximation (ONA) to the Student´s t-distribution is derived. The proposed bound provides a quick calculation of the minimum number of degrees of freedom required to ensure a given approximation error. Then, the application of the ONA is investigated in confidence interval determination and detection theory. Finally, using the proposed bound, further simple bounds on the approximation error of the confidence level and the false-alarm probability are obtained.
Keywords :
approximation theory; statistical distributions; ONA; approximation error; confidence interval determination; confidence level; degrees of freedom; detection theory; false-alarm probability; ordinary normal approximation; simple asymptotic bound; student´s t-distribution; Accuracy; Approximation error; Electrical engineering; Maximum likelihood estimation; Random variables; Confidence interval; detection theory; ordinary normal approximation (ONA);
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2015.2442576