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Yuriy Zhukov

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2026

Input Space Optimization for Neural Network-based Forecasting of Non-stationary Time Series

Experimental results demonstrate that the proposed input space optimization strategy leads to a significant reduction in forecast error, and these improvements are achieved without increasing model complexity or changing the training procedure.

Oleksandr Kovaliv, I. Sidenko, Yuriy Zhukov et al. · 0 citations