Prof. Davide Palitta

• Learning material, including slides, exercises and quizzes will be provided throughout the course and will be made available for download to all students enrolled in the course.

Argomenti del programma: The course will cover fundamental topics in numerical computation, including in particular: - Computer arithmetic; - Solution of systems of linear and nonlinear equations; - Least squares approximation and data filling; - Polynomial and spline interpolation.

• Learning material, including slides, exercises and quizzes will be provided throughout the course and will be made available for download to all students enrolled in the course.

Argomenti del programma: The course will cover fundamental topics in numerical computation, including in particular: - Computer arithmetic; - Solution of systems of linear and nonlinear equations; - Least squares approximation and data filling; - Polynomial and spline interpolation.

• Slides and material posted on Virtuale.

Argomenti del programma: * Vector and matrix norms (including sparsity promoting) * Mathematical foundations and algorithms for: Eigenvalues, SVD, pseudoinverse Linear regression and Least squares, also iterative solution * Reduction and low rank representations: Principal Component Analysis (PCA) Sparse representation with l_0-norm: Orthogonal matching pursuit CUR factorization * Applications in Data Science Matrix completion problems…