P-hard

Fixed Points of Contraction Mappings (FPCM)

Category: Real Analysis

Input

An $\NC$ real function $C$ that behaves as a contractor on some interval $I$ contained in $(-\infty, +\infty)$. The endpoints of $I$ are specified as integers.

Problem

Compute the fixed point of $C$ in $I$ with absolute error less than $2^{-n}$.

Definitions

A real function $f$ is in $\NC$ if an approximation to $f(x)$ with absolute error less than $2^{-n}$, for $x \in [-2^n, +2^n]$, can be computed in $\NC$ (with the same input/output conventions as for RealCVP).

Status

$\P$-hard (Hoover [1]).

Remarks

The reduction to show hardness is from CVP. This provides an argument that fast numerical methods based on fixed points probably have to use contraction maps with better than linear rates of convergence, such as Newton’s method.

References

  1. H. J. Hoover (1991). Real functions, contraction mappings, and P-completeness.
  2. Greenlaw, R., Hoover, H. J., and Ruzzo, W. L. (1995). Limits to Parallel Computation: P-Completeness Theory. Oxford University Press. Problem A.10.2.