Author

H. Jelinek

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Review Open access 2026

Multinomial Logistic Regression for Interpretable Multiclass Decision Systems: A Systematic Review and Integrated Research Framework

Multinomial Logistic Regression (MLR) remains one of the most widely used interpretable models for multiclass classification, risk prediction, and discrete decision analysis. Its continued relevance does not reflect the novelty of the classical model, but the new demands placed on it by high-dimensional, noisy, imbalan...

Razan Alkhanbouli, Ping Ji, H. Jelinek et al. · IEEE Access · 0 citations

Open access Aug 2026

Metastability and Entropy Peaks in Antagonistic Multiplex Consensus Dynamics

Modern societies comprise overlapping communities whose opinions evolve on strongly interacting networks that are often mutually antagonistic. We introduce a minimal antagonistic multiplex consensus model in which each layer follows intra-layer majority-rule dynamics, while inter-layer interactions are inhibitory. A me...

J. C. Hughes, A. Kusmartseva, G. Muschert et al. · Entropy · 0 citations