6533b7dcfe1ef96bd1272df4

RESEARCH PRODUCT

Computational complexity of prediction strategies

Karlis Podnieks

subject

machine learning:MATHEMATICS [Research Subject Categories]function predictioninductive inference

description

The value f(m+1) is predicted from given f(1), ..., f(m). For every enumeration T(n, x) there is a strategy that predicts the n-th function of T making no more than log2(n) errors (Barzdins-Freivalds). It is proved in the paper that such "optimal" strategies require 2^2^cm time to compute the m-th prediction (^ stands for expoentiation).

https://dspace.lu.lv/dspace/handle/7/31218