$1)$ The expected return on a portfolio is calculated as a$($n$)\_\_\_\_$ average of the expected returns on the individual securities held in the portfolio.

A$)$ arithmetic

B$)$ weighted

C$)$ compounded

D$)$ geometric

E$)$ median