City, Society, and Digital Transformation [[electronic resource] ] : Proceedings of the 2022 INFORMS International Conference on Service Science / / edited by Robin Qiu, Wai Kin Victor Chan, Weiwei Chen, Youakim Badr, Canrong Zhang

• Record Nr.: UNINA9910634050003321
• Pubbl/distr/stampa: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022
• ISBN: 3-031-15644-7
• Edizione: [1st ed. 2022.]
• Descrizione fisica: 1 online resource (475 pages)
• Collana: Lecture Notes in Operations Research, , 2731-0418
• Disciplina: 260
• Soggetti: Operations research; Service industries; Production management; Quantitative research; Computer science—Mathematics; Business information services; Operations Research and Decision Theory; Services; Operations Management; Data Analysis and Big Data; Mathematical Applications in Computer Science; IT in Business; Ciències empresarials; Congressos; Llibres electrònics
• Lingua di pubblicazione: Inglese
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Nota di bibliografia: Includes bibliographical references.
• Nota di contenuto: 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 -- 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 -- 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 -- 10 Research on the Integration of Market Supervision Big Data from the Perspective of Life Cycle-Take the Jiangsu Provincial Market Supervision Bureau as an Example -- Introduction -- Current Situation and Challenges of Market Supervision Data Management in Jiangsu Province -- The Current Situation of Data Management -- The Challenges of Data Management -- The Integration of Market Supervision Big Data from the Perspective of Life Cycle -- Data Collection -- Data Processing -- Data Storage -- Data Integration -- Data Sharing -- Summary and Outlook -- References -- 11 Group-Level Human Affect Recognition with Multiple Graph Kernel Fusion -- Introduction -- Related Work -- Methodology -- Problem Formulation -- Graph Kernel Construction.; From SVM to Deep Multiple Kernel Learning -- Experiment -- Database Description -- Ablation Study -- Comparison with SVM and MKL -- Algorithm Comparison -- Conclusion -- References -- 12 An Anticipative Order Reservation and Online Order Batching Algorithm Based on Machine Learning -- Introduction -- Literature Review -- Static Order Batching Problem -- On-Line Order Batching Problem -- Machine Learning Method on Order Batching -- Problem Description -- ; Warehouse and Data Description -- Model -- Methodology -- An Anticipative Order Reservation Mechanism -- Reserving Algorithm -- Algorithm of OOBPRM -- Benchmark Algorithm -- Result -- Instances and Parameters -- Sensitivity Analysis of Threshold -- Numerical Experiments -- Summary -- References -- 13 Human-Robotic Collaborative Mode Analysis in Human-Robotic Collaborative Order Picking Systems -- Introduction -- Literature Review -- Collaborative Modes and Modelling -- Assumptions and Notation -- Mode1: Couple -- Mode2: Robot-In-Lead -- Mode3: Picker-In-Lead -- Solution Method for Queueing Network -- Estimation of Load-Dependent Service Rate of FJQN -- Estimation of the Performance Measures of SOQN -- Analytical Model Validation and Numerical Experiments -- Validation with Simulation -- Resource Allocation and Zoning Strategy -- Summary -- References -- 14 Electric Power Personal Accident Evolution Analysis Based on Event Evolutionary Graph -- Introduction -- Proposed Framework -- Relationship Recognition -- Event Extraction -- Event Generalization -- Experiment -- Data Pre-Process -- Electric Power Personal Casualty Accident EEG Generation -- Electric Power Personal Casualty Accident Abstract EEG Generation -- Electric Power Personal Casualty Accident Evolution Analysis -- Conclusion -- References -- 15 Research on Suicide Risk Spectrum of Prisoners Based on Fourier Transform -- Introduction.; Related Work -- Methods -- Influencing Factors -- Basic Model -- Integrated model -- Experiments -- Simulation of Overall Prisoner Suicide Risk -- Simulation of Specific Prisoner Groups -- Frequency Domain Analysis -- Results -- Conclusion -- References -- 16 A Deep Learning Model for Mining Behavioral Preference of Home Care Demanders to Suppliers -- Introduction -- Literature Review -- Problem Formulation -- General Framework of the User Behavioral Preference Mining -- Input Layer -- Embedding Layer -- Preferred Feature Mining Layer -- Prediction Layer -- Training Layer -- Experiments and Results -- Data Preparation -- Parameter Setting and Operating Environment -- Experimental Results -- Summary -- References -- 17 Dynamic Ranking of Physicians in Online Healthcare Platforms with Multiple Service Types -- Introduction -- Literature Review -- Choice Models -- Dynamic Resource Allocation -- Problem Formulation -- Static Ranking Problem -- Dynamic Programming Formulation -- Dynamic Ranking Methods -- Inventory Balancing Methods -- Linear Approximation Methods -- Benchmark Methods -- Numerical Experiment -- Numerical Experiment Design -- Numerical Results -- Conclusion -- References -- 18 Analysis on Technological Innovation Efficiency in Equipment Manufacturing Industry -- Introduction -- Research Methods -- Data Envelopment Analysis -- Malmquist Productivity Index -- Grey Relation Model -- Index Selection and Data Sources -- Indicators Selection -- Data Sources -- Empirical Research -- Static Efficiency Measurement -- Dynamic Efficiency Analysis -- Analysis of Influencing Factors Based on GRA -- Summary and Thinking -- References -- 19 Bikes Detention Game in Free-Float Bike Sharing Systems -- Introduction -- Model Setup -- Analysis -- The Network Model of Bikes Detention Game -- Numerical Experiments -- Conclusion -- Appendix.Proof -- References.; 20 On the Value of Orderly Charging in Improving Power Grid Resilience -- Introduction -- References -- Problem Description and Formulation -- Model Assumptions -- Parameter -- Orderly Charging Scheduling Model -- Model Formulation -- Solution Approach -- Numerical Study -- Data Descriptions: Monte Carlo Simulation -- Orderly Charging Scheduling Policy Performance -- Influence of Objective Function Coefficients -- Conclusions and Future Work -- References -- 21 ; Mixed-Integer Linear Programming Formulations for the Inbound Container Remarshaling Problem in an Automated Container Terminal -- Introduction -- Literature Review -- Problem Definition -- Mixed-Integer Linear Programming Formulations -- Move-Based Model -- Allocation-Based Model -- Numerical Experiments -- Conclusion -- References -- 22 Products and Services Bundling Under Horizontal Market Competitions -- Introduction -- Literature Review -- Model Setup and Equilibrium Analysis -- Scenario 1: A Bundling and B Bundling -- Scenario 2: A Product and B Service -- Comparison and Discussion -- Conclusion -- References -- 23 Robust Facility Location Selection Under Facility Failure in Close-Loop Supply Chain -- Introduction -- Reference -- Problem Description and Formulation -- Parameter -- Two Stage Robust Optimization Model -- Model Formulation -- Robust Model Transformation -- Numerical Study -- Conclusions and Future Work -- Bibliography -- 24 Analysis of Factors Influencing the Selection of Billing Model for Whole-Process Engineering Consulting Services Based on DEMATEL-ISM -- Introduction -- Literature Review -- Framework and Critical Factors for the Selection of Billing Model for Whole- Process Engineering Consulting Services -- Factor Analysis and Results -- DEMATEL-ISM -- Factor Attribute Analysis Based on DEMATEL -- Hierarchy of Factors Using ISM.; DEMATEL-ISM Model of Factors in the Billing of Whole-Process Engineering Consulting Service.
• Sommario/riassunto: 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.