Sun, Jiaming - In: Statistics & Probability Letters 34 (1997) 2, pp. 159-164
Using the compactness in large deviation theory, this note describes a large deviation upper bound by a lower semicontinuous function. It then obtains a characterization for exponential convergence and discusses exponential convergence rates.