Open access
Jul 2026
MSPCIFormer: A Multi‐Scale Patching Channel‐Independent Transformer for Cryptocurrency Price Forecasting
MSPCIFormer is proposed, a novel Transformer‐based architecture that integrates multi‐scale patching with channel‐independent (CI) modelling to capture heterogeneous temporal dynamics while mitigating noise from time‐varying inter‐asset correlations.
Huali Zhao, Martin Crane, Marija Bezbradica
· Expert Syst. J. Knowl. Eng. · 0 citations