Signal RepresentationsCovers matrix operations, Fourier transformations, Gaussian models, and signal representations using algebraic methods.
Generalization ErrorDiscusses mutual information, data processing inequality, and properties related to leakage in discrete systems.
Compression: PredictionCovers the concepts of compression and prediction using prefix-free codes and distributions.
CompressionCovers the concept of compression and constructing prefix-free codes based on given information.
Basics of Risk Analysis and ManagementIntroduces the basics of risk analysis and management in civil engineering, covering distributions, statistical reminders, and mathematical interpretation techniques.