Menu
Rendelés állapotának ellenőrzése
Kapcsolat
Könyv Operational Data Analytics Qi Feng

Operational Data Analytics

Foundations for Decision-Focused Regularized Learning.DE

Szerző: Qi Feng, J. George Shanthikumar
Nyelv: Angol
Kötés: Kemény kötésű
Kiadó: Springer, Berlin
Elérhetőség: Könyvújdonság
Megjelenés ismeretlen
44 625 Ft
This book develops Operational Data Analytics (ODA) as a rigorous theoretical foundation, a unified...

Információk a könyvről

Szerző
Qi Feng, J. George Shanthikumar
Nyelv
Angol
Kötés
Könyv - Kemény kötésű
Kiadva
2027
EAN
9783032468789
Enbook ID
54377065
Kiadó
Springer, Berlin
Méretek
168 x 240

Teljes leírás

This book develops Operational Data Analytics (ODA) as a rigorous theoretical foundation, a unified research methodology, and a guiding philosophy for data-integrated decision making. Moving beyond conventional approaches that emphasize general-purpose learning and optimization procedures, ODA places the structure of the decision problem at the heart of decision learning. Its central focus is the design and validation of data-to-decision mappings, termed operational statistics, that systematically exploit the knowledge and structural properties of the underlying system. Bringing together optimization, statistical inference, machine learning, and universal approximation, the authors develop a unified spectrum of decision-learning approaches distinguished by what is known, what remains to be learned, and how decision quality should be validated. The book equips researchers and doctoral students with a rigorous framework for integrating advanced analytical methods with mathematical structure and operational insight.