Demonstrating a new evaluation method on ReLU based Neural Networks for classification problems

• Published in: Expert systems with applications Vol. 250; p. 123905
• Main Authors: Tollner, Dávid, Ziyu, Wang, Zöldy, Máté, Török, Árpád
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 15.09.2024
• Subjects: investigating ReLUbased systems; Neural network evaluation; Non-classic expert system testing; Nonlinear optimization based analysis; Non-classic expert system testing; Neural network evaluation; Nonlinear optimization based analysis; investigating ReLUbased systems

Deep neural networks, which have proven to be effective methods to solve complex problems, can even be applied in decision systems controlling critical processes. However, in such applications the outcomes of the neural network must be checked if it we have a clear understanding regarding the operat...