Valiant's quantitative model of Evolution
Paper
Basic difference with Probably approximately correct are that:
- the hypotheses for the next learning step are chosen from within a polynomially-sized pool (called a neighbourhood), which is generated in a way independent of the samples.
- the selection of the next hypothesis from this pool is done with knowledge only of the average performance on the sample at that training step.
How can evolution learn – response to replies