2 papers
cs.LG2026
TS2TabPFN: Time Series Classification and Extrinsic Regression through Feature Extraction and a Tabular Foundation Model
Gabriel da Costa Merlin, Diego Furtado Silva
Time series data are ubiquitous in practical applications, where classification (TSC) and extrinsic regression (TSER) have emerged as essential tasks for obtaining value from tempo…
cs.LG2024
Semi-Periodic Activation for Time Series Classification
José Gilberto Barbosa de Medeiros Júnior, Andre Guarnier de Mitri, Diego Furtado Silva
This paper investigates the lack of research on activation functions for neural network models in time series tasks. It highlights the need to identify essential properties of thes…