3 papers
cs.LG2026
Neuralized Multi-Wavelet Decomposition for Time Series Classification and Forecasting
Xiaohan Jiang, Jingyuan Wang, Jiahao Ji +3
Time series analysis is fundamental in domains such as finance, healthcare, and meteorology. Real-world time series often exhibit multiscale characteristics shaped by diverse laten…
cs.LG2025
Learning Universal Multi-level Market Irrationality Factors to Improve Stock Return Forecasting
Chen Yang, Jingyuan Wang, Xiaohan Jiang +1
Recent years have witnessed the perfect encounter of deep learning and quantitative trading has achieved great success in stock investment. Numerous deep learning-based models have…
cs.LG2024
From Chaos to Clarity: Time Series Anomaly Detection in Astronomical Observations
Xinli Hao, Yile Chen, Chen Yang +4
With the development of astronomical facilities, large-scale time series data observed by these facilities is being collected. Analyzing anomalies in these astronomical observation…