Slide 1 DATA MINING LECTURE 7 Dimensionality Reduction PCA – SVD (Thanks to Jure Leskovec, Evimaria Terzi) Slide 2 The curse of dimensionality Real data usually have thousands,…
Slide 1 Sketching and Embedding are Equivalent for Norms Alexandr Andoni (Simons Inst. / Columbia) Robert Krauthgamer (Weizmann Inst.) Ilya Razenshteyn (MIT, now at IBM Almaden)…
Slide 1 Randomized Algorithms in Linear Algebra and Applications To access my web page: Petros Drineas Rensselaer Polytechnic Institute Computer Science Department drineas…
Slide 1 Theory (and some practice) of Randomized Algorithms for Matrices and Data Michael W. Mahoney Stanford University October 2012 (For more info, see: http://cs.stanford.edu/people/mmahoney)…
Randomized Numerical Linear Algebra (RandNLA): Past, Present, and Future, cont. To access our web pages: Petros Drineas1 & Michael W. Mahoney2 1 Department of Computer…
Fast Monte-Carlo Algorithms for Matrix Multiplication Randomized Algorithms in Linear Algebra and Applications To access my web page: Petros Drineas Rensselaer Polytechnic…
Discovering Deformable Motifs in Time Series Data Discovering Deformable Motifs in Time Series Data Jin Chen CSE 891-001 2012 Fall 1 Background Time series data are collected…
Fast Monte-Carlo Algorithms for Matrix Multiplication Randomized Numerical Linear Algebra (RandNLA): Past, Present, and Future To access our web pages: Petros Drineas1 &…