Bold lowercase letters (**x**, **w**) denote column vectors. - Bold uppercase letters (**X**, **A**) denote matrices. - Subscripts index elements: x_i is the i-th element of vector **x**; X_{ij} is the element in row i, column j of matrix **X**. - Hats (^) over parameters denote estimators or fitted