Hamid Krim, SIAM Student Chapter Data Science Lecture Series: Convexity, Sparsity, Nullity and all that in Machine Learning
Daniels 322High dimensional data exhibit distinct properties compared to its low dimensional counterpart; this causes a common performance decrease and a formidable computational cost increase of traditional approaches. Novel methodologies are therefore needed to characterize data in high dimensional spaces. Considering the parsimonious degrees of freedom of high dimensional data compared to its dimensionality, we study…