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Innovation Diffusion Models [electronic resource] : Theory and Practice

Author
Guidolin, Mariangela
Published
Newark : John Wiley & Sons, Incorporated, 2024.
Physical Description
1 online resource (227 pages)
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Contents
Cover -- Title Page -- Copyright -- Contents -- List of Figures -- List of Tables -- About the Author -- Preface -- Acknowledgments -- Acronyms -- About the Companion Website -- Introduction -- Chapter 1 Theory of Innovation Diffusion -- 1.1 Basic Concepts and Definitions -- 1.1.1 Innovation -- 1.1.2 Innovation Diffusion -- 1.1.3 Innovation Diffusion Models -- References -- Chapter 2 Innovation Diffusion as an Empirical Generalization: The Bass Model -- 2.1 Introduction -- 2.2 Bass Model: Theory -- 2.2.1 Closed-Form Solution -- 2.3 Model Estimation -- 2.3.1 Goodness of Fit, 2.4 The Bass Model: Case Studies -- 2.4.1 Model Fit -- 2.4.2 Apple iPhone -- 2.4.3 RIM Blackberry -- 2.4.4 Wind Energy Consumption in Denmark -- 2.5 Recap -- References -- Chapter 3 Innovation Diffusion with Structured Shocks: The Generalized Bass Model -- 3.1 Introduction -- 3.2 Generalized Bass Model: Theory -- 3.2.1 Closed-Form Solution -- 3.2.2 Structured Shocks -- 3.2.2.1 Exponential Shock -- 3.2.2.2 Rectangular Shock -- 3.2.2.3 More Complex Shocks -- 3.3 Generalized Bass Model: Case Studies -- 3.3.1 Model Fit -- 3.3.2 Apple iPhone -- 3.3.3 Apple Mac -- 3.4 Recap -- References, Chapter 4 Innovation Diffusion with a Dynamic Market Potential: The GGM -- 4.1 Introduction -- 4.2 Dynamic Market Potential: Theory -- 4.2.1 Closed-Form Solution -- 4.3 GGM -- 4.3.1 Specification of m(t) in the GGM -- 4.3.2 Communication and Adoption in the GGM -- 4.4 Generalizations of the GGM -- 4.4.1 GGM with Structured Shocks -- 4.4.2 GGM with Deterministic Seasonality -- 4.5 A Dynamic Market Potential Model with Network Externalities -- 4.6 GGM: Case Studies -- 4.6.1 Model Fit -- 4.6.2 Apple iPhone -- 4.6.3 Apple iPod -- 4.6.4 Samsung Smartphones -- 4.7 Recap -- References, Chapter 5 Dealing with Autocorrelation and Seasonality in Innovation Diffusion -- 5.1 Introduction -- 5.2 ARMAX Refinement: Theory -- 5.2.1 ARMAX Models -- 5.3 ARMAX Refinement: Case Studies -- 5.3.1 Netflix Subscriptions -- 5.3.2 Apple iPod -- 5.4 Recap -- References -- Chapter 6 Innovation Diffusion in Competition -- 6.1 Introduction -- 6.2 UCRCD Model: Theory -- 6.2.1 More General Models in Competition -- 6.2.1.1 Lotka-Volterra with Churn Model, LVch -- 6.2.1.2 Competition Dynamic Market Potential -- 6.2.1.3 Competition Between Three Products, UCTT -- 6.3 UCRCD Model: Case Studies, and 6.3.1 Model Fit -- 6.3.2 Denmark -- 6.3.3 Australia -- 6.4 Recap -- References -- Chapter 7 Estimation Methods for Innovation Diffusion Models -- 7.1 Introduction -- 7.2 Nonlinear Least Squares -- 7.2.1 Gauss-Newton Method -- 7.2.2 Levenberg-Marquardt Method -- 7.3 Confidence Intervals and Hypothesis Testing -- 7.3.1 Exact Inference -- 7.3.2 Asymptotic Inference and Linear Approximations -- 7.3.2.1 Prediction Intervals -- References -- Chapter 8 Case Studies -- 8.1 Introduction -- 8.2 Sales of Smartphones -- 8.2.1 Recap -- 8.3 Music Industry in the US -- 8.3.1 Recap -- 8.4 Revenues of a Company
Subject(s)
ISBN
9781119756224
1119756227
1119756235
9781119756231
1119756219
9781119756217
Note
Description based upon print version of record.
8.4.1 Recap
View MARC record | catkey: 43239187