Mathematics of Data Science

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The following projects were designed to illustrate possible uses of the algorithms described in the book

Mathematics of Data Science

A Computational Approach To Clustering and Classification by D. Calvetti and E. Somersalo

ISBN: 978-1-611976-36-6



Principal Component Analysis: a first encounter

The Matlab files in the projects related to PCA can be downloaded at the following links

ModelReductionData

BiopsyData

IrisData

Projects_PCA.pdf

K-means and K-medoids

The Matlab files in the projects related to k-means and k-medoids can be downloaded at the following links

WineData.mat

CardiacSPECT.mat

CongressionalVoteData.mat

Projects_kmeans.pdf
Projects_SOM.pdf
Projects_NMF.pdf
Projects_TextMining.pdf

TREE REGRESSION

Projects_TreeRegression.pdf

IMAGE MINING

Project_GLCM_Texture.pdf
Projects_LDA.pdf