Exponential tightness
A compact-containment condition ensuring probabilities outside compacts decay exponentially fast.
A sequence of probability measures on a topological space is exponentially tight at speed with if for every there exists a compact set such that
Exponential tightness is a strengthened form of ordinary tightness for probability measures: it not only forces most mass into compacts, but does so with exponentially small tails at the LDP speed. It is frequently paired with a rate function to obtain or upgrade a large deviation principle, and it is a standard hypothesis in results like the Gärtner–Ellis theorem.
Examples
- Let be independent, identically distributed real random variables. If their moment generating function is finite on an open interval containing , then the laws of are exponentially tight at speed ; Chernoff bounds give exponential decay of both tails.
- If itself is compact, then any sequence is exponentially tight at any speed, since one can take for all .