The Modified Method of Logical Analysis Used for Solving Classification Problems
URI (for links/citations):
https://www.mii.lt/informatica/htm/INFO1192.htmhttps://elib.sfu-kras.ru/handle/2311/110462
Author:
Кузьмич, Роман Иванович
Ступина, Алена Александровна
Корпачева, Лариса Николаевна
Ежеманская, Светлана Николаевна
Руйга, Ирина Рудольфовна
Corporate Contributor:
Институт управления бизнес-процессами и экономики
Кафедра бизнес-информатики
Кафедра экономики и информационных технологий менеджмента
Кафедра экономики и управления бизнес-процессами
Date:
2018-09Journal Name:
InformaticaJournal Quartile in Scopus:
Q2Journal Quartile in Web of Science:
Q2Bibliographic Citation:
Кузьмич, Роман Иванович. The Modified Method of Logical Analysis Used for Solving Classification Problems [Текст] / Роман Иванович Кузьмич, Алена Александровна Ступина, Лариса Николаевна Корпачева, Светлана Николаевна Ежеманская, Ирина Рудольфовна Руйга // Informatica: Vol. 29. — 2018. — № 3. — С. 467-486Abstract:
The study is dictated by the need to interpret and justify the solutions of classification problems. In this context, a method of logical analysis of data is considered along with its modifications based on the specifically developed algorithmic procedures, the use of which can increase the interpretability and generalization capability of classifiers. The article confirms in an empirical way that the suggested optimization models are suitable for building informative patterns and that the designed algorithmic procedures are efficient when used for the method of logical analysis of data.