[PDF][PDF] Methodology for Knowledge Extraction from Trained Artificial Neural Networks.

A Bondarenko, L Aleksejeva - Information Technology & …, 2018 - academia.edu
Artificial neural networks are widely spread models that outperform more basic, but
explainable machine learning models like classification decision tree. However, their lack of …

[PDF][PDF] Elliptical rule extraction from a trained radial basis function neural network

A Bondarenko, A Borisovs - The 6th International Conference “Applied …, 2013 - llufb.llu.lv
Currently knowledge management and discovery plays crucial role in different industries.
Apart from that in many cases decisions made by companies in mission critical areas (like …

[PDF][PDF] Development of Knowledge Extraction Methodology from Trained Artificial Neural Networks

A Bondarenko - 2020 - dom.lndb.lv
Artificial neural networks (ANN) are widely used in machine learning. They are powerful non-
linear models that can be trained in a supervised, semi-supervised, and unsupervised …

The Extraction of Elliptical Rules from the Trained Radial Basis Function Neural Network

A Bondarenko, A Borisov - Information Technology and …, 2012 - itms-journals.rtu.lv
The paper describes an algorithm for approximation of trained radial basis function neural
network (RBFNN) classification boundary with the help of elliptic rules. These rules can later …

[PDF][PDF] Piece-Wise Classifier Application to RBF Neural Network Rules Extraction

A Bondarenko, T Zmanovska, A Borisovs - 17th International Conference … - researchgate.net
This paper describes the application of the symbolic knowledge extraction approach to RBF
Neural Network (RBFNN). The proposed method retrieves a set of concise and interpretible …

[PDF][PDF] METODOLOĢIJAS IZSTRĀDE ZINĀŠANU IZGŪŠANAI NO APMĀCĪTIEM MĀKSLĪGAJIEM NEIRONU TĪKLIEM

A BORISOVS, L ALEKSEJEVA - ebooks.rtu.lv
Mākslīgie neironu tīkli (MNT) tiek plaši izmantoti mašīnmācībā. Tie ir jaudīgi nelineāri
modeļi, kurus var apmācīt uzraudzītā, daļēji uzraudzītā un neuzraudzītā veidā. Universāls …