Using the transformation to binary technique, a multiclass classification problem can be transformed into an equivalent strategy for multiple binary classification problems. In other words, this technique can be referred to as a problem transformation techniques. A detailed discussion from the theoretical and practical perspectives is out of the scope of this chapter. Therefore, here we will discuss only one example of the problem transformation technique called One-Vs-The-Rest (OVTR) algorithm as the representative of this category.