This textbook provides a comprehensive introduction to mathematical models for high-dimensional data analysis,covering principles,algorithms,and applications,with code available online. It is ideal for students in computer science,data science,and electrical engineering,and those studying sparsity,low-dimensional structures,and high-dimen