In computability theory, computational complexity theory and proof theory, the Hardy hierarchy, named after G. H. Hardy, is a hierarchy of sets of numerical functions generated from an ordinal-indexed family of functions h<sub>ñ</sub>: N â N (where N is the set of natural numbers, {0, 1, ...}) called Hardy functions. It is related to the fast-growing hierarchy and slow-growing hierarchy.
The Hardy hierarchy was introduced by Stanley S. Wainer in 1972, but the idea of its definition comes from Hardy's 1904 paper, in which Hardy exhibits a set of reals with cardinality .
Let ü be a large countable ordinal such that a fundamental sequence is assigned to every limit ordinal less than ü. The Hardy functions h<sub>ñ</sub>: N â N, for ñ < ü, is then defined as follows:
Here ñ[n] denotes the n<sup>th</sup> element of the fundamental sequence assigned to the limit ordinal ñ. A standardized choice of fundamental sequence for all ñ ⤠õ<sub>0</sub> is described in the article on the fast-growing hierarchy.
The Hardy hierarchy is a family of numerical functions. For each ordinal , a set is defined as the smallest class of functions containing , zero, successor and projection functions, and closed under limited primitive recursion and limited substitution (similar to Grzegorczyk hierarchy).
defines a modified Hardy hierarchy of functions by using the standard fundamental sequences, but with ñ[n+1] (instead of ñ[n]) in the third line of the above definition.
The Wainer hierarchy of functions f<sub>ñ</sub> and the Hardy hierarchy of functions H<sub>ñ</sub> are related by f<sub>ñ</sub> = H<sub>ÃÂ<sup>ñ</sup></sub> for all ñ < õ<sub>0</sub>. Thus, for any ñ < õ<sub>0</sub>, H<sub>ñ</sub> grows much more slowly than does f<sub>ñ</sub>. However, the Hardy hierarchy "catches up" to the Wainer hierarchy at ñ = õ<sub>0</sub>, such that f<sub>õ<sub>0</sub></sub> and H<sub>õ<sub>0</sub></sub> have the same growth rate, in the sense that f<sub>õ<sub>0</sub></sub>(n-1) ⤠H<sub>õ<sub>0</sub></sub>(n) ⤠f<sub>õ<sub>0</sub></sub>(n+1) for all n âÂÂ¥ 1.