Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
Ontological data mining. / Vityaev, Evgenii; Kovalerchuk, Boris.
в: Studies in Computational Intelligence, Том 683, 01.01.2017, стр. 277-292.Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
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TY - JOUR
T1 - Ontological data mining
AU - Vityaev, Evgenii
AU - Kovalerchuk, Boris
PY - 2017/1/1
Y1 - 2017/1/1
N2 - We propose the ontological approach to Data Mining that is based on: (1) the analysis of subject domain ontology, (2) information in data that are interpretable in terms of ontology, and (3) interpretability of Data Mining methods and their results in ontology. Respectively concepts of Data Ontology and Data Mining Method Ontology are introduced. These concepts lead us to a new Data Mining approach—Ontological Data Mining (ODM). ODM uses the information extracted from data which is interpretable in the subject domain ontology instead of raw data. Next we present the theoretical and practical advantages of this approach and the Discovery system that implements this approach. The value ofODMis demonstrated by solutions of the tasks from the areas of financial forecasting, bioinformatics and medicine.
AB - We propose the ontological approach to Data Mining that is based on: (1) the analysis of subject domain ontology, (2) information in data that are interpretable in terms of ontology, and (3) interpretability of Data Mining methods and their results in ontology. Respectively concepts of Data Ontology and Data Mining Method Ontology are introduced. These concepts lead us to a new Data Mining approach—Ontological Data Mining (ODM). ODM uses the information extracted from data which is interpretable in the subject domain ontology instead of raw data. Next we present the theoretical and practical advantages of this approach and the Discovery system that implements this approach. The value ofODMis demonstrated by solutions of the tasks from the areas of financial forecasting, bioinformatics and medicine.
UR - http://www.scopus.com/inward/record.url?scp=85012077549&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-51052-1_17
DO - 10.1007/978-3-319-51052-1_17
M3 - Article
AN - SCOPUS:85012077549
VL - 683
SP - 277
EP - 292
JO - Studies in Computational Intelligence
JF - Studies in Computational Intelligence
SN - 1860-949X
ER -
ID: 10311748