Short Course Schedule
Monday, June 30, 2025
Instructors
 
Likun Zhang
University of Missouri
 
Jordan Richards
University of Edinburgh
 
Reetam Majumder
University of Arkansas
Monday, June 30, 2025
Location:
| Session 1: Foundations of Extreme Value Theory (EVT; keep this short) | 
| Introduction to univariate EVT 
 | 
| Modeling non-stationarity via covariates 
 | 
| Session 2: Introduction to Neural Networks with Keras | 
| Overview of TensorFlow/Keras basics 
 | 
| Gaussian regression as a motivating bridge | 
| Session 3: Semi-parametric quantile regression (SPQR) for density estimation | 
| Modeling the full conditional distribution | 
| Applications in probabilistic forecasting and tail risk assessment | 
| Case Study: Bias correction of climate model output 
 | 
| Looking forward: density estimation for weather and climate extremes | 
| Session 4: Modern ML/DL Approaches for Dependent Extremes | 
| Transition to flexible GEV/GPD regression frameworks | 
| Other use cases: dependence modelling | 
| Other options for GPD regression: decision trees, GBEX, EVGAM, erf | 
| Overview of current research frontiers in deep learning for spatial-temporal extremes 
 | 
| Discussion of challenges: uncertainty quantification, extrapolation, and interpretability | 
| Ongoing work and insights from our forthcoming book chapter on ML for extremes 
 | 
Conference Schedule
Monday, June 30, 2025
| Time | Title | Location | 
| 8-8:30 AM | Check-In | Leadership Lounge | 
| 8:30-8:45 AM | Welcoming remarks Dr. Cooper Drury Dr. Scott Holan | Leadership Auditorium | 
| 8:45-10:45 Am | Short Course (Only for Short Course registered participants) 
 | Leadership Auditorium | 
| 10:45-11 AM | Break (Coffee/Refreshments) | Leadership Lounge | 
| 11-12:30 PM | Session 1 Advances in Modeling and Uncertainty Assessment for Heat and Fire Extremes 
 
 | Leadership Auditorium | 
| 12:30-1:45 PM | Lunch (on your own) | First Floor Seating Area | 
| 1:45-2:45 PM | Session 2 Modern Methods for Multivariate Extreme Value Modeling (I) 
 | Leadership Auditorium | 
| 2:45-3 PM | Break (Coffee/Refreshments) | Leadership Lounge | 
| 3 - 4 PM | Session 3 Modern Methods for Multivariate Extreme Value Modeling (II) 
 | Leadership Auditorium | 
| 4-5:30 PM | Poster Session | Leadership Lounge | 
Tuesday, July 1, 2025
| Time | Title | Location | 
| 8:30-10 AM | Session 4 Quantifying Risk of Cascading and Compound Extremes in Critical Systems 
 | Leadership Auditorium | 
| 10-10:15 AM | Break (Coffee/Refreshments) | Leadership Lounge | 
| 10:15-12:15 PM | Session 5 Next-Gen Weather Generators for Extremes: From Stochastic Models to Huge Fourier Neural Ensembles 
 Discussant: Kotamarthi, Rao | Leadership Auditorium | 
| 12:15-1:30 PM | Lunch (on your own) | First Floor Seating Area | 
| 1:30-3 PM | Session 6 Targeting the Tail: Conditional, Censored, and Threshold-Based Approaches 
 | Leadership Auditorium | 
| 3-3:30 PM | Break (Coffee/Refreshments) | Leadership Lounge | 
| 3:30-5 PM | Session 7 Modeling Precipitation Extremes: Calibration, Comparison, and Decomposition 
 | Leadership Auditorium | 
| 6 PM | Conference Dinner Blufftop Bistro (Free for all registered participants) 
 | 14020 W. Hwy BB Rocheport, MO 65279 | 
Wednesday, July 2, 2025
| Time | Title | Location | 
| 8:30-10 AM | Session 8 Advances in Predictive Modeling and Tail Risk Assessment for Natural Hazards 
 | Leadership Auditorium | 
| 10-10:15 AM | Break (Coffee/Refreshments) | Leadership Lounge | 
| 10:15-12:15 PM | Session 9 Scalable Inference and Spatial Analysis for Climate and Environmental Extremes 
 Discussant: Richard Smith | Leadership Auditorium | 
| 1:30-2:15 PM | Closing Remarks 
 | Leadership Auditorium | 
 
 
 
 
