Lecture outline Dimensionality reduction – SVD/PCA – CUR decompositions Nearest-neighbor search in low dimensions – kd-trees.
Machine Learning Dimensionality Reduction
Second graded Homework Assignment: 1.80; 1.84; 1.92; 1.110; 1.115; 1.141 (optional: 1.127) Due in Labs on Sept 14-15.
C.C.Tscherning, University of Copenhagen, Denmark. Developments in the implementation and use of Least-Squares Collocation. IAG Scientific Assembly, Potsdam,
Linear Regression and Correlation
Mathematical Modeling of Water Quality Data from Constructed Wetlands and Biofilters
Estimating uncertainty of moment tensor using singular vectors .
Projection methods in chemistry
Linear Regression and Correlation. Fitted Regression Line.
Projection methods in chemistry Autumn 2011 By: Atefe Malek.khatabi M. Daszykowski, B. Walczak, D.L. Massart* Chemometrics and Intelligent Laboratory.
Estimating uncertainty of moment tensor using singular vectors. J. Zahradník Charles University in Prague Czech Republic.