- Cover
- Title Page
- Copyright
- Preface
- List of Contributors
- Chapter 1: Introduction to Analytics
- Chapter 2: Getting Started with Analytics
- Chapter 3: The Analytics Team
- Chapter 4: The Data
- Chapter 5: Solution Methodologies
- Chapter 6: Modeling
- 6.1 Introduction
- 6.2 When Are Models Appropriate
- 6.3 Types of Models
- 6.4 Models Can Also Be Characterized by Whether They Are Deterministic or Stochastic (Random)
- 6.5 Counting
- 6.6 Probability
- 6.7 Probability Perspectives and Subject Matter Experts
- 6.8 Subject Matter Experts
- 6.9 Statistics
- 6.10 Inferential Statistics
- 6.11 A Stochastic Process
- 6.12 Digital Simulation
- 6.13 Mathematical Optimization
- 6.14 Measurement Units
- 6.15 Critical Path Method
- 6.16 Portfolio Optimization Case Study Solved By a Variety of Methods
- 6.17 Game Theory
- 6.18 Decision Theory
- 6.19 Susceptible, Exposed, Infected, Recovered (SEIR) Epidemiology
- 6.20 Search Theory
- 6.21 Lanchester Models of Warfare
- 6.22 Hughes' Salvo Model of Combat
- 6.23 Single-Use Models
- 6.24 The Principle of Optimality and Dynamic Programming
- 6.25 Stack-Based Enumeration
- 6.26 Traveling Salesman Problem: Another Case Study in Alternate Solution Methods
- 6.27 Model Documentation, Management, and Performance
- 6.28 Rules for Data Use
- 6.29 Data Interpolation and Extrapolation
- 6.30 Model Verification and Validation
- 6.31 Communicate with Stakeholders
- 6.32 Software
- 6.33 Where to Go from Here
- 6.34 Acknowledgments
- References
- Chapter 7: Machine Learning
- 7.1 Introduction
- 7.2 Supervised, Unsupervised, and Reinforcement Learning
- 7.3 Model Development, Selection, and Deployment for Supervised Learning
- 7.4 Model Fitting, Model Error, and the Bias-Variance Trade-Off
- 7.5 Predictive Performance Evaluation
- 7.6 An Overview of Supervised Learning Algorithms
- 7.7 Unsupervised Learning Algorithms
- 7.8 Conclusion
- 7.9 Acknowledgments
- References
- Chapter 8: Deployment and Life Cycle Management
- Chapter 9: The Blossoming Analytics Talent Pool: An Overview of the Analytics Ecosystem
- Appendix: Writing and Teaching Analytics with Cases
- Index
- End User License Agreement
INFORMS Analytics Body of Knowledge
Edited by James J. Cochran
-
No Comment
..................Content has been hidden....................
You can't read the all page of ebook, please click here login for view all page.