Adaptive human machine interaction approach for feature selection-extraction task in medical data mining

Perova, I.; Bodyanskiy, Ye. V.

Публікація:
Adaptive human machine interaction approach for feature selection-extraction task in medical data mining

dc.contributor.author	Perova, I.
dc.contributor.author	Bodyanskiy, Ye. V.
dc.date.accessioned	2018-09-17T08:18:38Z
dc.date.available	2018-09-17T08:18:38Z
dc.date.issued	2018
dc.description.abstract	Feature Selection task is one of the most complicated and actual in the areas of Data Mining and Human Machine Interaction. Many approaches to its solving are based on non-mathematical and presentative hypothesis. New approach to evaluation of medical features information quantity, based on optimized combination of feature selection and feature extraction methods is proposed. This approach allows us to produce optimal reduced number of features with linguistic interpreting of each of them. Hybrid system of feature selection/extraction based on Neural Network-Physician interaction is investigated. This system is numerically simple, can produce feature selection/extraction with any number of factors in online mode using neural network-physician interaction based on Oja’s neurons for online principal component analysis and calculating distance between first principal component and all input features. A series of experiments confirms efficiency of proposed approaches in Medical Data Mining area and allows physicians to have the most informative features without losing their linguistic interpreting.	uk_UA
dc.identifier.citation	Perova I. Adaptive human machine interaction approach for feature selection-extraction task in medical data mining / I. Perova, Ye. Bodyanskiy // International Journal of Computing. - 2018.-17 (2). - P. 113-119.	uk_UA
dc.identifier.uri	http://openarchive.nure.ua/handle/document/6908
dc.language.iso	en	uk_UA
dc.publisher	International Journal of Computing	uk_UA
dc.subject	Human Machine Interaction	uk_UA
dc.subject	feature selection	uk_UA
dc.subject	feature extraction	uk_UA
dc.subject	Medical Data Mining	uk_UA
dc.subject	Oja’s neuron	uk_UA
dc.subject	Neural Network Approach	uk_UA
dc.title	Adaptive human machine interaction approach for feature selection-extraction task in medical data mining	uk_UA
dc.type	Article	uk_UA
dspace.entity.type	Publication