Тип публикации: доклад, тезисы доклада, статья из сборника материалов конференций
Конференция: International Workshop on Mathematical Models and their Applications 2016, IWMMA 2016; Krasnoyarsk; Krasnoyarsk
Год издания: 2017
Идентификатор DOI: 10.1088/1757-899X/173/1/012020
Аннотация: In this paper we raise the question of using evolutionary algorithms in the area of Big Data processing. We show that evolutionary algorithms provide evident advantages due to their high scalability and flexibility, their ability to solve global optimization problems and optimize several criteria at the same time for feature selectПоказать полностьюion, instance selection and other data reduction problems. In particular, we consider the usage of evolutionary algorithms with all kinds of machine learning tools, such as neural networks and fuzzy systems. All our examples prove that Evolutionary Machine Learning is becoming more and more important in data analysis and we expect to see the further development of this field especially in respect to Big Data.
Журнал: IOP Conference Series: Materials Science and Engineering
Выпуск журнала: 173
Номера страниц: 012020
Издатель: Institute of Physics Publishing