Artículos de revistas
A Closed-Form Approximation for the CDF of the Sum of Independent Random Variables
Fecha
2017-01Registro en:
Maya, Juan Augusto; Rey Vega, Leonardo Javier; Galarza, Cecilia Gabriela; A Closed-Form Approximation for the CDF of the Sum of Independent Random Variables; Institute of Electrical and Electronics Engineers; Ieee Signal Processing Letters; 24; 1; 1-2017; 121-125
1070-9908
CONICET Digital
CONICET
Autor
Maya, Juan Augusto
Rey Vega, Leonardo Javier
Galarza, Cecilia Gabriela
Resumen
In this letter, we use the Berry-Esseen theorem and the method of tilted distributions to derive a simple tight closed-form approximation for the tail probabilities of a sum of independent but not necessarily identically distributed random variables. We also provide lower and upper bounds. The expression can also be used for computing the cumulative distribution function. We illustrate the accuracy of the method by analyzing some convergence properties of the theoretical approximation and comparing it with previous results in the literature when available and/or numerical results.