Modern Statistical and Machine Learning Approaches for High-Dimensional Compound Spatial Extremes

Videos from BIRS Workshop

, Colorado School of Mines
- 02:30
Short course I: Spatial Statistical Learning (co-taught with Soutir Bandyopadhyay)
Watch video | Download video: 202305080100-Datta.mp4 (12M)
, Colorado School of Mines
- 02:30
Short course I: Spatial Statistical Learning (co-taught with Soutir Bandyopadhyay)
Watch video | Download video: 202305080100-Nychka.mp4 (125M)
, King Abdullah University of Science and Technology
- 04:30
Short Course II: Advances in Statistical Modeling of Spatial Extremes
Watch video | Download video: 202305080300-Huser.mp4 (185M)
, University of Victoria
- 07:00
Detection and Attribution of Human Influence on Extreme Precipitation Events
Watch video | Download video: 202305080630-Zwiers.mp4 (69M)
, Sandia National Laboratories
- 07:30
A Multivariate Space-Time Dynamic Model for Characterizing Downstream Impacts of the 1991 Mt Pinatubo Volcanic Eruption
Watch video | Download video: 202305080700-Shand.mp4 (44M)
, University of Zaragoza
- 08:00
Spatio-Temporal Analysis of the Extent of Extreme Heat Events
Watch video | Download video: 202305080730-Cebrian.mp4 (45M)
, Jupiter Intelligence
- 08:30
Extremes and Climate Risk Analytics: Some Applications and Some Open Problems
Watch video | Download video: 202305080800-Sain.mp4 (79M)
, Johns Hopkins University
- 01:30
Combining Machine Learning with Traditional Geospatial Models
Watch video | Download video: 202305090100-Datta.mp4 (55M)
, University of Wollongong
- 02:00
Neural Point Estimation for Fast Optimal Likelihood-Free Inference
Watch video | Download video: 202305090130-ZammitMangion.mp4 (57M)
, Carnegie Mellon University
- 02:30
Neural Likelihood Surface Estimation for Intractable Spatial Models
Watch video | Download video: 202305090200-Kuusela.mp4 (73M)
, Colorado School of Mines
- 03:06
Fast Parameter Estimation of GEV Distribution Using Neural Networks
Watch video | Download video: 202305090300-Rai.mp4 (12M)
, King Abdullah University of Science and Technology
- 03:12
Neural Bayes Estimators for Fast and Efficient Inference with Spatial Peaks-Over-Threshold Models
Watch video | Download video: 202305090306-Richards.mp4 (unknown)
, University of Bern
- 03:18
Predicting Risks of Temperature Extremes using Large-scale Circulation Patterns with r-Pareto Processes
Watch video | Download video: 202305090312-Koh.mp4 (11M)
, Lancaster University
- 03:24
Modelling Temporal Changes in Spatial Extremal Dependence via a Conditional Framework
Watch video | Download video: 202305090318-Kakampakou.mp4 (unknown)
, The Norwegian University of Science and Technology
- 03:30
Efficient and Robust Modelling of High-Dimensional Spatial Conditional Extremes
Watch video | Download video: 202305090324-Vandeskog.mp4 (unknown)
, King Abdullah University of Science and Technology
- 03:42
Deep Compositional Models for Nonstationary Extremal Dependence in Space
Watch video | Download video: 202305090336-Shao.mp4 (11M)
, The University of Edinburgh
- 03:48
A Geometric Investigation of the Hüsler–Reiss Family of Distributions
Watch video | Download video: 202305090342-DeMonte.mp4 (10M)
, Colorado School of Mines
- 03:54
Temporal Downscaling for Solar Radiation Using a Diurnal Template Model
Watch video | Download video: 202305090348-Bailey.mp4 (unknown)
, University of Geneva
- 03:00
Extremal Dependence of Stochastic Processes Driven by Exponential-Tailed Lévy Noise
Watch video | Download video: 202305090354-Zhang.mp4 (unknown)
, University of Glasgow
- 01:30
Realistically Complex Spatial Models – Communication and Accessibility
Watch video | Download video: 202305100100-Illian.mp4 (50M)
, King Abdullah University of Science and Technology
- 02:30
Gaussian Random Fields on Compact Metric Graphs
Watch video | Download video: 202305100200-Bolin.mp4 (66M)
, University of Geneva
- 01:30
Extremal Graphical Models: a Review of Recent Progress
Watch video | Download video: 202305110100-Engelke.mp4 (42M)
, Universitat Stuttgart
- 02:00
Extremes in High Dimensions
Watch video | Download video: 202305110130-Oesting.mp4 (36M)
, University of New South Wales
- 02:30
Linking SPDEs and Spatial Extremes
Watch video | Download video: 202305110200-Braunsteins.mp4 (28M)
, Met Office
- 03:30
Future Changes in Heatwave Severity, Duration and Frequency due to Climate Change for the Most Populous Cities
Watch video | Download video: 202305110300-Brown.mp4 (64M)
, Lawrence Berkeley Lab-Scientific Computing Group
- 04:00
Some Examples of Climate Science Machine Learning at Berkeley Lab
Watch video | Download video: 202305110330-Wehner.mp4 (63M)
, University of Edinburgh
- 04:30
Statistical Climate Reconstruction Modelling in the EUSTACE Project
Watch video | Download video: 202305110400-Lindgren.mp4 (75M)
, University College London
- 07:00
High-Dimensional Modeling of Spatial Conditional Extremes Using INLA and Gaussian Markov Random Fields
Watch video | Download video: 202305110630-Simpson.mp4 (40M)
, HEC Montréal
- 08:30
Modelling of Sparse Conditional Spatial Extremes Processes Subject to Left-Censoring
Watch video | Download video: 202305110700-Belzile.mp4 (47M)
, King Abdullah University of Science and Technology
- 08:00
High-dimensional Quantile Regression of Spatiotemporal Extreme Wildfires via Partially-Interpretable Neural Networks
Watch video | Download video: 202305110730-Richards.mp4 (57M)
, Université de Namur
- 09:00
Estimating Probabilities of Multivariate Failure Sets Based on Pairwise Tail Dependence Coefficients
Watch video | Download video: 202305110830-Kiriliouk.mp4 (62M)
, INRAE
- 09:30
Bridges from Spatial Extreme-value Theory to Classical Geostatistics
Watch video | Download video: 202305110900-Opitz.mp4 (53M)
, University of Missouri
- 02:00
Emulating Complex Climate Models via Integrating Variational Autoencoder and Spatial Extremes
Watch video | Download video: 202305120130-Zhang.mp4 (51M)
, Georgia Institute of Technology
- 02:30
Spatiotemporal Point Processes with Deep Kernels
Watch video | Download video: 202305120200-Xie.mp4 (83M)