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Saidatunur Fauzi Saidin

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Open access Aug 2026

A frequency-guided multi-scale decomposition and patch transformer for multivariate cryptocurrency time-series forecasting

Comparisons with recurrent, decomposition-based, patch-based, inverted-Transformer, and multi-scale forecasting models, together with component ablations and computational-complexity analysis, are used to assess the proposed frequency-guided smoothing operation's effectiveness.

Jin Liu, M. Yahya, Saidatunur Fauzi Saidin et al. · Scientific Reports · 0 citations