As known from linear algebra, the equation that represents the function used to determine the score to be associated with every single email message is as follows:
This identifies a straight line in the Cartesian plane; therefore, the classifier used by our spam filter to classify emails is called a linear classifier. Using the known mathematical formalization commonly adopted in statistics, it is possible to redefine the previous equation in a more compact form by introducing the sum operator , substituting ...