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The Mathematics of Data
About this Title
Michael W. Mahoney, University of California, Berkeley, Berkeley, CA, John C. Duchi, Stanford University, Stanford, CA and Anna C. Gilbert, University of Michigan, Ann Arbor, MI, Editors
Publication: IAS/Park City Mathematics Series
Publication Year:
2018; Volume 25
ISBNs: 978-1-4704-3575-2 (print); 978-1-4704-4990-2 (online)
DOI: https://doi.org/10.1090/pcms/025
ReadershipTable of Contents
Front/Back Matter
Articles
- Petros Drineas and Michael Mahoney – Lectures on randomized numerical linear algebra
- Stephen Wright – Optimization algorithms for data analysis
- John Duchi – Introductory lectures on stochastic optimization
- Per-Gunnar Martinsson – Randomized methods for matrix computations
- Roman Vershynin – Four lectures on probabilistic methods for data science
- Robert Ghrist – Homological algebra and data