Mathematics of Data Science: A Computational Approach to Clustering and Classification - Softcover

Daniela Calvetti (author) & Erkki Somersalo (author)

 
9781611976366: Mathematics of Data Science: A Computational Approach to Clustering and Classification
Softcover
ISBN 10: 1611976367 ISBN 13: 9781611976366
Publisher: SIAM - Society for Industrial and Applied Mathematics, 2021

Synopsis

This textbook provides a solid mathematical basis for understanding popular data science algorithms for clustering and classification and shows that an in-depth understanding of the mathematics powering these algorithms gives insight into the underlying data. It presents a step-by-step derivation of these algorithms, outlining their implementation from scratch in a computationally sound way.

Mathematics of Data Science: A Computational Approach to Clustering and Classification

  • proposes different ways of visualizing high-dimensional data to unveil hidden internal structures, and
  • includes graphical explanations and computed examples using publicly available data sets in nearly every chapter to highlight similarities and differences among the algorithms.

"synopsis" may belong to another edition of this title.

Publisher
SIAM - Society for Industrial and Applied Mathematics
Publication date
2021
Language
English
ISBN 10 
1611976367
ISBN 13 
9781611976366
Binding
Paperback