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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Pengcheng Zhang

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Book Open access Aug 2026

TS-MTM: Temporal-Spectral Masked Time-Series Modeling for Forecasting

TS-MTM is proposed, a Temporal-Spectral Masked Time-series Modeling framework that formalizes pretraining within a joint representation space and introduces two synergistic mechanisms: Axial-Period Cross Masking to capture temporal dependencies across phases, and Structure-aware Spectral Magnitude Masking to reconstruc...

Pengcheng Zhang, Xiao-Cao Ouyang, Xin Li et al. · 0 citations
Book Open access Aug 2026

TS-MTM: Temporal-Spectral Masked Time-Series Modeling for Forecasting

Time series forecasting is a cornerstone of numerous real-world applications, where prediction accuracy relies on capturing intricate periodic patterns and evolving spectral dynamics. While Masked Time-series Modeling (MTM) has emerged as a powerful self-supervised paradigm, its conventional one-dimensional (1D) formul...

Pengcheng Zhang, Xiaocao Ouyang, Xin Li et al. · 0 citations

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