I might be missing something obvious here. In linear regression, F statistic is defined as (explained variance / p) / mean squared error, where p is number of independent variables. When there is no relationship between independent and dependent variables, wouldn't explained variance close to zero and thus F statistic close to zero?
More specifically, I'm referring to page 76 of "an introduction to statistical learning with applications in R".
Thank you