Menu
Sprawdź status swojego zamówienia
Skontaktuj się z nami
Książka Maximum-Entropy Sampling Marcia Fampa

Maximum-Entropy Sampling

Algorithms and Application

Autor: Marcia Fampa, Jon Lee
Język: Angielski
Oprawa: Twarda
Wydawca: Springer, Berlin
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-13 dni
509.51 zł
This monograph presents a comprehensive treatment of the maximum-entropy sampling problem (MESP), wh...

Informacje o książce

Autor
Marcia Fampa, Jon Lee
Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2022
strony
195
EAN
9783031130779
Enbook ID
39439304
Wydawca
Springer, Berlin
Waga
494
Wymiary
155 x 235 x 18

Pełny opis

This monograph presents a comprehensive treatment of the maximum-entropy sampling problem (MESP), which is a fascinating topic at the intersection of mathematical optimization and data science. The text situates MESP in information theory, as the algorithmic problem of calculating a sub-vector of pre-specificed size from a multivariate Gaussian random vector, so as to maximize Shannon's differential entropy. The text collects and expands on state-of-the-art algorithms for MESP, and addresses its application in the field of environmental monitoring. While MESP is a central optimization problem in the theory of statistical designs (particularly in the area of spatial monitoring), this book largely focuses on the unique challenges of its algorithmic side. From the perspective of mathematical-optimization methodology, MESP is rather unique (a 0/1 nonlinear program having a nonseparable objective function), and the algorithmic techniques employed are highly non-standard. In particular, successful techniques come from several disparate areas within the field of mathematical optimization; for example: convex optimization and duality, semidefinite programming, Lagrangian relaxation, dynamic programming, approximation algorithms, 0/1 optimization (e.g., branch-and-bound), extended formulation, and many aspects of matrix theory. The book is mainly aimed at graduate students and researchers in mathematical optimization and data analytics. 

Możesz być zainteresowany

Undeniably Yours

Becky Wade
68.65 zł

Aging Healthy

Kimmy Nelson
70.70 zł

Mr. Snow

HARGREAVES
23.04 zł

In the Zone

Alex Morgan
28.80 zł

Klienci, którzy kupili tę książkę, kupili również

Tango, m. 4 Audio-CDs

178.81 zł