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