 The algorithm selection problem is mainly solved with machine learning techniques.By representing the problem instances by numerical features formula_10, algorithm selection can be seen as a multi-class classification problem by learning a mapping formula_11 for a given instance formula_12.Instance features are numerical representations of instances.