Sample Size Estimation

Requirements

This repositorie uses implementation code for a sample size estimation task. The source code for the problem of the sample size estimation for linear models.

Description

This repository contains computation experiment to the article: Numerical methods of minimum sufficient sample size estimation for linear and logistic regression.

Depending On Available Sample Size Experiment

This part of computation experiment shows how different models depends on available sample size. We are using Boston Housing dataset for illustration. The dataset is available through the link.

Many Datasets Experiment

This part of computation experiment shows how different models works on different datasets. We are using different public available datasets. A description of all datasets is available through the link.

	Boston m*	Diabetes m*	ForestFires m*	Servo m*	NBA m*
LagrangeEstimator	18	25	44	38	218
LikelihoodRatioEstimator	17	25	43	18	110
WaldEstimator	66	51	46	76	200
BootstrapEstimator	178	441	171	120	1328
CrossValidationEstimator	113	117	86	60	405
APVCEstimator	98	167	351	20	1328
ACCEstimator	228	441	346	65	1328
ALCEstimator	98	267	516	25	1328
MaxUtilityEstimator	148	172	206	105	925