Ernest K. Ryu (Seoul National University), Wotao Yin (Los Angeles University of California)

Gebundenes Buch

Large-Scale Convex Optimization

Beschreibung

This introduction to the theory of convex optimization algorithms presents a unified analysis of first-order optimization methods using the abstraction of monotone operators. The text empowers graduate students in mathematics, computer science, and engineering to choose and design the splitting methods best suited for a given problem.

Autor

Ernest K. Ryu is Assistant Professor of Mathematical Sciences at Seoul National University. He previously served as Assistant Adjunct Professor with the Department of Mathematics at the University of California, Los Angeles from 2016 to 2019, before joining Seoul National University in 2020. He received a BS with distinction in physics and electrical engineering from the California Institute of Technology in 2010; and then an MS in statistics and a PhD - with the Gene Golub Best Thesis Award - in computational mathematics at Stanford University in 2016. His current research focuses on mathematical optimization and machine learning.

Produktdetails

• Verlag: Cambridge University Press
• Seitenzahl: 400
• Erscheinungstermin: 1. Dezember 2022
• Englisch
• Abmessung: 260mm x 182mm x 23mm
• Gewicht: 790g
• ISBN-13: 9781009160858
• ISBN-10: 1009160850
• Artikelnr.: 63660608