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Demand estimation under stock-out based substitution from sales-transaction data. / 由銷售數據對缺貨引致替代型產品進行的需求估計研究 / You xiao shou shu ju dui que huo yin zhi ti dai xing chan pin jin xing de xu qiu gu ji yan jiu

Lei, Tian. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2011. / Includes bibliographical references (leaves 91-97). / Abstracts in English and Chinese. / Abstract --- p.i / Acknowledgement --- p.v / Chapter 1 --- Introduction --- p.1 / Chapter 1.1 --- Background and Motivation --- p.1 / Chapter 1.2 --- Objectives and Contribution --- p.5 / Chapter 1.3 --- Thesis Organization --- p.6 / Chapter 2 --- Literature Review --- p.8 / Chapter 3 --- Mathematical Model --- p.15 / Chapter 3.1 --- Stock-out Based Substitution --- p.15 / Chapter 3.1.1 --- Customer Response to Stock-out --- p.15 / Chapter 3.1.2 --- Patterns of Substitution --- p.17 / Chapter 3.1.3 --- Demand Models under Substitution --- p.18 / Chapter 3.2 --- Model Description and Formulation --- p.23 / Chapter 3.2.1 --- Model Description --- p.23 / Chapter 3.2.2 --- Customer Demand Model --- p.25 / Chapter 3.2.3 --- Substitution Model Formulation --- p.27 / Chapter 3.3 --- Information Availability --- p.29 / Chapter 3.4 --- Summary and Discussion --- p.32 / Chapter 4 --- Parameter Estimation --- p.36 / Chapter 4.1 --- Preliminaries --- p.36 / Chapter 4.2 --- Estimation of Initial Probabilities --- p.38 / Chapter 4.3 --- Estimation of Substitution Probabilities --- p.41 / Chapter 4.3.1 --- Case I: Only One Product Unavailable --- p.41 / Chapter 4.3.2 --- Case II: Two Products Unavailable --- p.44 / Chapter 4.3.3 --- Case III: More than Two Products Unavailable --- p.47 / Chapter 4.4 --- Summary --- p.51 / Chapter 5 --- Numerical Examples --- p.53 / Chapter 5.1 --- Examples Based on Simulated Data --- p.54 / Chapter 5.1.1 --- Preliminary Numerical Example --- p.54 / Chapter 5.1.2 --- Performance under Different Substitution Forms --- p.63 / Chapter 5.1.3 --- Effects of Service Level --- p.67 / Chapter 5.1.4 --- Effects of Data Volume --- p.70 / Chapter 5.2 --- Real Case from Retail Industry --- p.72 / Chapter 5.2.1 --- Data --- p.72 / Chapter 5.2.2 --- Estimation Results and Further Discussion .. --- p.74 / Chapter 6 --- Concluding Remarks --- p.79 / Chapter Appendix A --- Data Sets for the Retail Market Example --- p.83 / Chapter Appendix B --- Conference Presentations --- p.90 / References --- p.91

Identiferoai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_327517
Date January 2011
ContributorsLei, Tian., Chinese University of Hong Kong Graduate School. Division of Systems Engineering and Engineering Management.
Source SetsThe Chinese University of Hong Kong
LanguageEnglish, Chinese
Detected LanguageEnglish
TypeText, bibliography
Formatprint, xiii, 97 leaves : ill. (some col.) ; 30 cm.
RightsUse of this resource is governed by the terms and conditions of the Creative Commons “Attribution-NonCommercial-NoDerivatives 4.0 International” License (http://creativecommons.org/licenses/by-nc-nd/4.0/)

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