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