Decision Analytics: Mathematical Models and Algori thms for Sequential Decision-Making : Mathematical Models and Algorithms for Sequential Decision-Making

Lingua: inglese

Editore: John Wiley & Sons Inc Jan 2027, 2027

139434578X / 9781394345786

Da: AHA-BUCH GmbH, Einbeck, GermaniaAHA-BUCH GmbH

Venditore con 5 stelle

Venditore AbeBooks dal 14 agosto 2006

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Condizione: Nuovo

EUR 185,82

EUR 35,00 spedizione 
Spedito da Germania a U.S.A.

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Descrizione dell’articolo da parte del venditore

Neuware - Mathematical models and algorithms for sequential decisions under uncertainty Sequential decisions under uncertainty arise in many fields including energy, healthcare, finance, transportation, and logistics, yet accessible treatments linking foundational theory to computational practice remain scarce. Decision Analytics: Mathematical Models and Algorithms for Sequential Decision-Making, written by Brian T. Denton, a past President of INFORMS, presents a structured progression from core concepts through advanced methods, pairing rigorous mathematics with implementable Python code. Across ten chapters, Decision Analytics covers decision trees, Monte Carlo simulation, Markov chains, Markov decision processes, partially observable Markov decision processes, and constrained optimization models, including stochastic programs. Dedicated chapters on reinforcement learning and multi-agent learning introduce model-free approaches for finding optimal or near-optimal solutions. The final chapter covers approximate dynamic programming for decision-making at scale. Real-world examples, exercises, and an instructor's solution manual support classroom adoption. Readers will also find: - Coverage of artificial intelligence techniques applied to sequential decision-making problems- Monte Carlo simulation methods used to analyse decision trees, Markov decision processes, and stochastic programming formulations- Python code examples throughout the text enabling direct implementation and experimentation with each model and algorithm presented- Practice exercises with solutions and an instructor's manual designed to support both self-study and classroom-based teaching- A concept-first pedagogical approach that explains foundational principles before demonstrating how they solve applied problems Designed for undergraduate and graduate students in industrial engineering, operations research, and related STEM disciplines with introductory knowledge of mathematics, probability, and statistics, this book also serves researchers and professionals who require unified treatment of sequential decision-making methods.…

Codice articolo 9781394345786

Titolo
Decision Analytics: Mathematical Models and Algori thms for Sequential Decision-Making : Mathematical Models and Algorithms for Sequential Decision-Making
Autore
Brian T. Denton
Editore
John Wiley & Sons Inc Jan 2027
Anno di pubblicazione
2027
Condizione
Neu
Rilegatura
Buch
Lingua
inglese
ISBN 10
139434578X
ISBN 13
9781394345786
Edizione
Edizione per insegnanti
Peso dell'articolo
796 grammi
Dimensioni
286x225x18 mm

AHA-BUCH GmbH

Einbeck, Germania

Venditore con 5 stelle

Venditore AbeBooks dal 14 agosto 2006

Tariffe di spedizione da Germania a U.S.A.

ArticoloDa 7 a 10 giorni lavorativiDa 5 a 7 giorni lavorativi
Primo articoloEUR 35,00EUR 45,00
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