High Quality Content by WIKIPEDIA articles! In the field of machine learning, the goal of statistical classification is to use an object`s characteristics to identify which class (or group) it belongs to. A linear classifier achieves this by making a classification decision based on the value of a linear combination of the characteristics. An object`s characteristics are also known as feature values and are typically presented to the machine in a vector called a feature vector.