Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion

Keyphrases

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

Mathematics

• Continuous Function 100%
• Stochastic Process 100%
• Function Space 50%
• Neural Process 50%
• Reverse Process 50%
• Preserving Function 50%
• Diffusion Model 50%
• Time Series 50%
• Time Series Analysis 50%