Michael W. Mahoney, John C. Duchi, Anna C. Gilbert

The Mathematics of Data

Herausgeber: Gilbert, Anna C.; Mahoney, Michael W.; Duchi, John C.

• Gebundenes Buch

Produktbeschreibung

Data science is a highly interdisciplinary field, incorporating ideas from applied mathematics, statistics, probability, and computer science, as well as many other areas. This book provides an introduction to the mathematical methods that form the foundations of machine learning and data science.

Produktdetails

• IAS/Park City Mathematics Series
• Verlag: American Mathematical Society
• Seitenzahl: 325
• Erscheinungstermin: 30. November 2018
• Englisch
• Abmessung: 189mm x 262mm x 24mm
• Gewicht: 752g
• ISBN-13: 9781470435752
• ISBN-10: 1470435756
• Artikelnr.: 54828253

Autorenporträt

Michael W. Mahoney, University of California, Berkeley, CA. John C. Duchi, Stanford University, CA. Anna C. Gilbert, University of Michigan, Ann Arbor, MI.

Inhaltsangabe

1. P. Drineas and M. W. Mahoney
Lectures on randomized numerical linear algebra 2. S. J. Wright
Optimization algorithms for data analysis 3. J. C. Duchi
Introductory lectures on stochastic optimization 4. P.-G. Martinsson
Randomized methods for matrix computations 5. R. Vershynin
Four lectures on probabilistic methods for data science 6. R. Ghrist
Homological algebra and data.