Math 2.0

Numerical analysis Concept

Curse of dimensionality

Summary

The curse of dimensionality is the exponential growth in the dimension dd of the cost of solving a numerical problem to a fixed accuracy. The phrase is due to Richard Bellman. In integration and approximation it means that the number of function values needed for error ε\varepsilon grows like cdc^d with c>1c > 1. Methods such as sparse grids, Monte Carlo and quasi-Monte Carlo methods, and restrictions to special classes of functions are ways to avoid it.

Further reading

  1. Web https://en.wikipedia.org/wiki/Curse_of_dimensionality
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MSC65Y20, 41A63, 65D30
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