Author

M. Zontul

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Open access Sep 2026

Explainable Machine Learning for Methylene Blue Removal Under Irradiation: Assessing Nominal Cu-Loading in AC@NiO

The time-dependent removal performance under irradiation of activated-carbon-supported nickel oxide (AC@NiO) samples containing nominal Cu-loadings of 0%, 3%, 5%, 7.5%, and 10% was examined using experimental concentration data and an explainable machine-learning (ML) framework. Reaction time and nominal Cu-loading wer...

Nesrin Bulut, M. Zontul, Seda Karateke et al. · Catalysts · 0 citations

Open access Jul 2026

Activation-Induced Symmetric Kernels for Neural Network Approximation with Quantitative Error Analysis

The results indicate that symmetrization improves approximation accuracy, while parameter tuning remains necessary.

G. Anastassiou, Seda Karateke, M. Zontul · AppliedMath · 0 citations

Open access Aug 2026

Synthetic Data-Guided Symmetric Neural Network Approximation in Banach Spaces

A Banach space-valued approximation framework based on symmetrized neural network (SNN) operators generated by a deformation-dependent sigmoidal activation function, yielding a positive, even, normalized, and localized density kernel satisfying the partition of unity.

G. Anastassiou, Seda Karateke, M. Zontul · Axioms · 0 citations