Title City, society, and digital transformation : proceedings of the 2022 INFORMS International Conference on Service Science / Robin Qiu, Wai Kin (Victor) Chan, Weiwei Chen, Youakim Badr, Canrong Zhang, editors

Published Cham : Springer, [2022] ©2022

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Description 1 online resource (viii, 477 pages) : illustrations (chiefly color) Series Lecture notes in operations research Lecture notes in operations research. Contents Intro -- Contents -- 1 A Penalized Neural Network Model for Predicting Unobserved Scores of Construct Indicators and Reproducing Latent Scores of the Theoretical Constructs by Using Text Information -- Introduction -- Related Research -- Methods and Materials -- Proposed Model -- Data Collection and Preprocessing -- Model Estimation and Validation -- Results and Discussion -- Concluding Remarks -- References -- 2 Deep Learning-Based Prediction of Mechanical Ventilation Reintubation in Intensive Care Units -- Introduction -- Data Set -- Methods -- Experiments and Results -- Summary Model Setup -- Travellers' Equilibrium Route Choice -- Optimal Persuasion Policy -- Conclusion -- References -- 6 Stochastic Churn Modeling with Dynamic Attribution and Bayesian Estimation -- Introduction -- General Problem and Models -- Contractual Churn and Probability Modeling -- Probability Churn Models from Marketing -- Empirical Methods and Data -- EMS Workforce Data -- Bayesian Estimation and Inference -- Data Analysis -- Conclusion -- References -- 7 Trade Credit Pricing with Retailer's Capital Heterogeneity -- Introduction -- Literature Review -- Model -- Optimal Wholesale Pricing Conclusions -- References -- 8 Systemic Risk Spillover Analysis of China's Banking Industry Based on Generalized Variance Decomposition Network -- Introduction -- Literature Review -- Model Construction and Description -- Volatility Model -- Risk Spillover Network Model -- Empirical Analysis of the Systemic Risk Spillover Effect -- Data Sources and Basic Statistical Analysis -- Static Risk Spillover Analysis -- Dynamic Risk Spillover Analysis -- Risk Spillover Network Analysis -- Conclusion -- References -- 9 Can We Apply Traditional Forecasting Models to Predicting Bitcoin? -- Introduction Methods -- Rejected Models -- Selected Models -- Variable Selection and Model Optimization -- Variable Selection and Model Optimization for ARIMA -- Data Analysis -- Data Analysis-Logistic Regression -- Model 1-Logistic Regression -- Model 2: Logistic Regression with Training/Testing Data -- Model 3: Logistic Regression with Moving Average -- Concerns of Correlation -- Data Analysis-ARIMA -- Model #4: ARIMA Model -- Dickey-Fuller Test -- ARIMA Analysis -- Model 5: ARIMA with Moving Average -- Summary -- References Summary This book showcases recent research advances in service science and related fields. Including selected papers from the 2022 INFORMS International Conference on Service Science, held in Shenzhen, China from July 2 to 4, 2022, the book presents new theories and empirical results in the emerging, interdisciplinary field of digital transformation and society. Incorporating research, education and practice alike, the respective chapters highlight a host of ways to approach these challenges in service science Notes International conference proceedings Bibliography References -- 3 Mitigating Braess's Paradox with Information Design -- Introduction -- Literature Review -- Model -- Full Information -- Information Design -- Conclusions -- References -- 4 The Impact of Electronic Shelf Label on Customer Well-Being in the Omnichannel Smart Retail -- Introduction -- Literature Review -- Electronic Shelf Label (ESl) -- Customer Wellbeing -- Method -- Samples and Data Collection Procedure -- Data Analysis -- Results and Discussions -- Conclusions and Implications -- References -- 5 Targeted Bayesian Persuasion in a Basic Selfish Routing Game -- Introduction Notes Print version record Subject Management science -- Congresses Computers and civilization -- Congresses Ordenadores y civilización -- Congresos Computers and civilization Management science Ciències empresarials. Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Congressos. Form Electronic book Author Qiu, Robin G., editor. Chan, Wai Kin, editor Chen, Weiwei, editor. Badr, Youakim, 1969- editor. Zhang, Canrong, editor Institute for Operations Research and the Management Sciences ISBN 9783031156441 3031156447

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