The $\hat{x}$ is the predicted value of $x$ in a regression equation

Mean of some sample $y$ is $\bar{y}$

Vector transposition: $x^T$ or $x'$

$\tilde{x}$ is the median value of some sample $x$ or the $x$ with measurement errors: $\tilde{x} = x + \epsilon$