Machine Learning for Econometrics and Related Topics

AvVladik Kreinovich,Songsak Sriboonchitta

Inbunden, Engelska, 2024

Del 508 i serien Studies in Systems, Decision and Control

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Beskrivning

In the last decades, machine learning techniques – especially techniques of deep learning – led to numerous successes in many application areas, including economics.

Produktinformation

Utgivningsdatum:2024-06-02
Mått:155 x 235 x 26 mm
Vikt:1 020 g
Format:Inbunden
Språk:Engelska
Serie:Studies in Systems, Decision and Control
Antal sidor:499
Förlag:Springer International Publishing AG
ISBN:9783031436000

Utforska kategorier

Mikroekonomi inom Ekonomi och Ledarskap
Systemvetenskap och AI inom Data och IT

Innehållsförteckning

Preface.- An Invitation to Wasserstein Distance in Financial Risk Measures.- What Makes a Good Model?.- Quantifying Fairness and Discrimination in Predictive Models.- Slow-growing Trees.- Metrics on Probability Distributions Through Optimal Commuting Maps.- Using Machine Learning Methods to Estimate the Gender Wage Gap.- Forecasting Market Index of Stock Exchange of Thailand, Malaysia and Singapore with the Gaussian Process Regression Model.- The A Priori Procedure (APP) for Estimating Standardized Regression Coefficients in Multiple Linear Model with Skew Errors.- Why Rectified Linear Unit is Efficient in Machine Learning: One More Explanation.- A Possible Common Mechanism Behind Skew Normal Distributions in Economics and Hydraulic Fracturing-induced Seismicity.- Why Quantile Regression Works Well in Economics: A Partial Explanation.- Trade with Heterogeneous Firms, Distance, and Time: An Analysis of Latin American and the Caribbean (LAC) Manufacturing Firms.- Analysis and Prediction of Suitable Model for Coconut Production Estimates in South Indian States.- Portfolio Management of SET50 Stocks Using Deep Reinforcement Learning Methods.- Household Characteristics and the Pattern of Gambling, Alcohol and Tobacco Expenditures.- Effects of Household Income and Parental Absence on Investment in Child Education in Thailand: Evidence from Quantile-on-Quantile Approach.- The Spatial Spillover Effects of Transportation Infrastructure on Economic Development in China.- Analyzing the Survival Probability of Community Enterprise under the Situation of the COVID-19 Pandemic in Northern Thailand.- Bayesian Consideration for Trust in Ewom: Evidence from Vietnam.- An Application of Explainable Artificial Intelligence in Credit Scoring.- Assessing Strategies for Adaption to Survive the COVID-19 Situation of OTOP Operators in Thailand.- The Effects of Oil Price Changes on Inflation in Leading Crude Oil Importing Countries: An Application of Linear ARDL and Non-linear ARDI.- Contagion Effects Among Selected Asian Stock Markets during the COVID-19 Pandemic: A Dynamic Conditional Correlation Approach.- The Nexus of the Nikkei 225, Gold, and Crude Oil. Do They Have a Co-Movement in the Long Run? New Evidence for Cointegration from the Autoregressive Distributed Lag Bounds Test.- Competitiveness and Complementarity of Agricultural Products Between China and Vietnam on Short-term Analysis.- Does Contract Farming Improve Farmers' Income? The Case of Pineapple Farmers in Nong Khai and Loei, Thailand.- Implications of Aging Population and Health Spending for Thai Economic Growth.- Portfolio Diversification Using Enhanced Markowitz Model with Traditional Asset Classes and Cryptocurrencies.- ESG Ratings and Stock Mispricing: A Moderated Mediation Model.- The Role of Socio-demographics and Aging Society on the Change of Agricultural Labor in ASEAN.- Prediction of Financial Contagion and Spillover Effects of the US Financial Crisis Using Google Index.- The Impact of China-United States Trade War on the Relationship among the Exchange Rates: the Case of China, Korea, and Japan.