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Research of data mining methods for classification of imbalanced data sets

With the rapid development of information technology, which is widely used in all spheres of human life and activity, extremely large amounts of data have been accumulated today. By applying machine learning methods to this data, new practically useful knowledge can be obtained. The main goal of this paper is to study different machine learning methods for solving the classification problem and compare their efficiency and accuracy.

Meaning and Other Problems of the Semantics of Ordinary Language (Foreword to the Ukrainian Translation of H.P. Grice’s Article “Meaning”)

The foreword to the very first Ukrainian translation of H. P. Grice’s article “Meaning” deals with the personality of the famous British-American philosopher, a representative of analytical philosophy, and the importance of his work in the field of semantics and ordinary language philosophy. Translators of this article focus on the features and subtleties of translation into Ukrainian.