Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion

Keyphrases

• Spatio-temporal Data 100%
• Stochastic Processes 100%
• Continuous Function 100%
• Function-preserving 50%
• Noise Source 50%
• Model Matching 50%
• Denoising 50%
• Irregular Sampling 50%
• Generative Models 50%
• Discretize 50%
• Function Space 50%
• Reverse Process 50%
• Return Function 50%
• Noisy Function 50%
• Multivariate Probabilistic Forecasting 50%
• Neural Processes 50%
• Score Matching 50%
• Denoising Diffusion Probabilistic Model 50%

Computer Science

• de-noising 100%
• Temporal Data 100%
• Diffusion Process 100%
• Continuous Function 100%
• Function Return 50%
• Generative Model 50%
• Matching Model 50%
• Diffusion Model 50%