We consider the problem of approximating a given element f from a Hilbert space $\scr{H}$ by means of greedy algorithms and the application of such procedures to the regression problem in statistical ...

IEMS 402: Statistical Learning VIEW ALL COURSE TIMES AND SESSIONS Description This course provides foundational and advanced concepts in statistical learning theory, essential for analyzing complex ...

APPM 4490/5490 Theory of Machine Learning APPM 4490/5490 Theory of Machine Learning Catalog description: Presents the underlying theory behind machine learning in proofs-based format. Answers ...

In statistical learning theory, a distinction is made between "supervised learning," where the learning agent or system is given the correct answers to model, and "unsupervised learning" where the ...