How does alpha levels and signifigance allow researchers to generalize the larger population from their test samples?

MATLAB: An Introduction with Applications
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Author:Amos Gilat
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Orginal question: How does alpha levels and signifigance allow researchers to generalize the larger population from their test samples? 

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Introduction

Hypothesis testing is used to determine whether the sample is taken from the population or not. It is used when the population is larger instead of using all the observations in a population they take a fraction of data from the population and compare them. It can be two types, they are parametric hypothesis testing and non-parametric hypothesis. 

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