Ahmet Topal

Istanbul Technical University

Synthetic data generation is one of the methods used in machine learning to increase the performance of algorithms on datasets. However, these methods do not ensure success on each dataset. In this study, it has been investigated that which type of synthetic data generation algorithms are useful in which datasets by examining the effects of SMOTE,...

In this study, using only the dominance relation, we propose a set defining inconsistent elements in the decision table. Then we show the accuracy of our proposition with an example. Also, We express the computational complexity comparisons of the proposed method with general method in terms of the number of set intersection operations and the real...