Society for Industrial and Applied Mathematics Courses

Learning Robust Imaging Models without Paired Data

Explore robust imaging models using Bayesian inference and deep learning without paired data. Learn techniques for image denoising, segmentation, and unpaired degradation modeling in practical applications.

• YouTube
• 56 minutes
• On-Demand
• Conference Talk

Reduced-Order Modeling and Inversion for Large-Scale Problems of Geophysical Exploration

Explore reduced-order modeling techniques for efficient geophysical exploration, focusing on electromagnetic and seismic methods to solve large-scale forward and inverse problems in real-time.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Conference Talk

Multivariate Portfolio Choice via Quantiles

Explore multivariate portfolio optimization using quantiles, extending univariate approaches to solve complex financial problems and develop new numerical solutions for multivariate preferences.

• YouTube
• 58 minutes
• On-Demand
• Free Video

On the Use of Linear Surrogate Models for Bayesian Inverse Problems

Explore efficient Bayesian inverse problem solutions using linear surrogate models. Learn about model discrepancy, Gaussian priors, and applications in high-dimensional PDE discretization problems.

• YouTube
• 1 hour
• On-Demand
• Conference Talk

Operational Risk Financialization of Electricity Under Stochasticity

Quantifying and allocating risk in electricity grids with renewable energy sources, using Monte Carlo simulations and advanced optimization techniques to enhance grid reliability and cost-effectiveness.

• YouTube
• 1 hour
• On-Demand
• Conference Talk

Modeling of Compound Flooding in Coastal Environments

Explore compound flooding modeling, combining storm surge and rainfall simulations. Learn about challenges, recent developments, and applications in coastal environments.

• YouTube
• 55 minutes
• On-Demand
• Conference Talk

Understanding the Ocean's Response in a Future Climate - A Robust Blueprint for Trustworthy AI for Climate Analysis

Explore AI-driven climate analysis, focusing on ocean circulation changes. Learn transparent ML techniques rooted in oceanographic theory for trustworthy insights into future climate scenarios.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Conference Talk

Multiscale Methods for Machine Learning

Multiscale machine learning framework for efficient predictions in enormous output spaces, addressing challenges of limited data and scalability through hierarchical modeling and sparse matrix techniques.

• YouTube
• 55 minutes
• On-Demand
• Conference Talk

Monotonicity Method for Extreme, Singular and Degenerate Inclusions in Electrical Impedance Tomography

Explores advanced mathematical techniques for electrical impedance tomography, focusing on the monotonicity method's application to extreme, singular, and degenerate inclusions in conductivity reconstruction.

• YouTube
• 53 minutes
• On-Demand
• Conference Talk

Quantitative Finance - Toward A General Framework for Modelling Roll-Over Risk

Explore quantitative finance and reinforcement learning in this SIAM talk series, featuring discussions on roll-over risk modeling and continuous-time episodic RL with linear-convex models.

• YouTube
• 1 hour 1 minute
• On-Demand
• Conference Talk

Packing Points in Projective Spaces

Explore optimal point arrangements in projective spaces, surveying current research and open problems in this fundamental area of metric geometry with applications in digital communication.

• YouTube
• 47 minutes
• On-Demand
• Conference Talk

Mean Curvature Flow, Neural Networks, and Applications

Explore mean curvature flow's applications in image processing, data science, and biology. Learn how neural networks can approximate interface evolutions for non-oriented surfaces, with applications to Steiner and Plateau problems.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Conference Talk

Modelling, Upscaling and Simulation of Dissolution and Precipitation in a Porous Medium with an Evolving Pore-Scale Geometry

Explore modeling and simulation of dissolution and precipitation in porous media, focusing on evolving pore-scale geometry and its impact on Darcy scale properties. Learn upscaling techniques and numerical approaches.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Conference Talk

Essentials of Math Modeling - Good Writing Practices and Challenge Weekend CRAM Session

Learn effective math modeling report writing techniques, explore a case study on the 2022 practice problem, and discover LaTeX for professional document creation in this comprehensive session.

• YouTube
• 1 hour 50 minutes
• On-Demand
• Conference Talk

Essentials of Math Modeling - Introduction to Regression and Statistical Ideas

Explore linear regression, data transformations, and statistical concepts in mathematical modeling. Learn MATLAB examples, sensitivity analysis, and problem-solving techniques for real-world applications.

• YouTube
• 1 hour 51 minutes
• On-Demand
• Conference Talk