Experimental Evaluation of Online Learning Algorithms

Economics ABSTRACT In this article I will start in the first part of the debate over the basic methods for performance evaluation of algorithms, i.e. starting with the evaluation criteria presentation online, after which I will describe the criteria that can be used for evaluation of online algorithms, after which I will describe the measurement errors. I mean, I will discuss the metrics used in Machine Learning, the average relative error, the relative root mean square of the error. In Part 3 I will discuss the methods used in the evaluation, after which I will discuss evaluation algorithms according to Friedman's test and Nemenyi Abstract . In this article I will start in the first part of the debate over the basic methods for performance evaluation of algorithms, i.e. starting with the evaluation criteria presentation online, after which I will describe the criteria that can be used for evaluation of online algorithms, after which I will describe the measurement errors. I mean, I will discuss the metrics used in Machine Learning, the average relative error, the relative root mean square of the error. In Part 3 I will discuss the methods used in the evaluation, after which I will discuss evaluation algorithms according to Friedman's test and Nemenyi