JSM2024
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Invited Paper Session

Statistical Inference for Complex Processes Facilitated by Deep Learning

Tue, Aug 6, 8:30 AM - 10:20 AM
Raphael HuserChair
Section on Physical and Engineering Sciences

4 Presentations

Neural Bayes Estimators for Fast Posterior Approximation with Intractable Spatial Models
8:35 AM - 9:00 AM
Jordan Richards (King Abdullah University of Science and Technology)
Neural Conditional Simulation for Complex Spatial Processes
9:00 AM - 9:25 AM
Mikael Kuusela (Carnegie Mellon University)
Neural Parameter Estimation with Missing Data
9:25 AM - 9:50 AM
Andrew Zammit-Mangion (University of Wollongong)
Valid Scientific Inference with Neural Density Estimators
9:50 AM - 10:15 AM
Ann Lee (Carnegie Mellon University)

Discussant

Douglas Nychka (Colorado School of Mines)
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