Your Model's MSE Is Lying to You III: Time Series Diffusion
Advanced technical research on improving uncertainty quantification in time series forecasting for ML researchers.
AI Summary
Extends time series forecasting beyond Gaussian assumptions by introducing diffusion models to capture complex uncertainty shapes through multi-step sampled rollouts.
Excerpt
A diffusion head for probabilistic time series forecasting: why a forecast can get the mean and the variance right and still describe a future that never happens, and how to fix it. The post Your Model's MSE Is Lying to You III: Time Series Diffusion appeared first on Towards Data Science.
Read Original
0 upvotes · 0 downvotes · 1 min read