Lectures related to Stochastic Analysis & Epidemic Containment Models

Covers classical models of epidemic spreading and dynamics on networks with examples.

Supervised Learning with kNN: Regression Model

Covers a simple mathematical model for supervised learning with k-nearest neighbors in regression.

Explores the dynamics and control of waterborne diseases, emphasizing fair water distribution and disease evolution.

COVID-19 Outbreak: Epidemiology and Mitigation

Explores the COVID-19 outbreak, its terminology, transmission, severity, and global impact, emphasizing the importance of mitigation strategies and digital epidemiology.

Transcritical Bifurcation: SIS Epidemics

Explores transcritical bifurcation in SIS epidemics, analyzing mathematical equations and system dynamics.

Business Law: Employment Agreements and Joint Ventures

Provides an overview of employment agreements, mandates, confidentiality agreements, and joint ventures in practical business law.

Extended Josephson Junctions: Modeling and Critical Current

Covers the magnetic thickness, short and long junctions, and critical current.

Data Representation: Models and Systems

Discusses data representation through models and systems, covering mathematical models, data structures, levels of modeling, and managing data.

Rare Events and Extreme Modeling

Explores rare event modeling, challenges in estimating probabilities with limited data, and the application of extreme value theory in various fields.

Electricity Market: Balancing and Liberalization

Explores ancillary services, capacity market, and electricity market liberalization, emphasizing system balancing and peak demand challenges.

Statistical Analysis of Network Data

Explores epidemics in network data, covering SIR model, basic reproductive ratio, percolation, directed networks, and maximum likelihood estimation.

Machine Learning Theory: High-Dimensional Perspectives

Explores high-dimensional perspectives in machine learning theory, shedding light on new insights and challenges.

Sales Contracts: Key Concepts and Risks

Discusses sales contracts, focusing on obligations, risks, warranties, and remedies under Swiss law.

Spin Glasses: Fully Connected

Covers the basics of spin glasses and the mathematical equations used to model them.

Pen-and-paper exercises: Session 4

Focuses on pen-and-paper exercises in computational analysis and problem-solving strategies.

Engineering model for capillary sorption

Presents an engineering model for capillary sorption in cementitious materials, focusing on simple experimental analysis and mathematical formulations.

Oil Convection Study

Studies the convection of oil in a baking dish.

Soil Water Dynamics: General Equations and Mathematical Modelling

Explores water dynamics in unsaturated soils, including Darcy's law extension and mathematical modelling.

Continuous-Time Stochastic Processes: PAM Signal Error Rate

Covers the application of continuous-time stochastic processes to the calculation of the error rate of a PAM signal.

Derivation of the Cable Equation

Explores the derivation of the cable equation for modeling dendrites in computational neuroscience.