Deepak Subramani

Conditional Diffusion Model with Nonlinear Data Transformation for Time Series Forecasting

Time-series forecasting finds application across domains such as finance, climate science, and energy systems. We introduce the Conditional Diffusion with Nonlinear Data Transformation Model (CN-Diff), a generative framework that employs novel nonlinear transformations and learnable conditions in t…