The linear case arises often, for example in multiple regression, where for instance the n × 1 vector y ^ {\displaystyle {\hat {y}}} of predicted values of a dependent variable is expressed linearly in terms of a k × 1 vector β ^ {\displaystyle {\hat {\beta }}} (k < n) of estimated values of model parameters: