Del 508 i serien Studies in Systems, Decision and Control

Machine Learning for Econometrics and Related Topics

Inbunden, Engelska, 2024

AvVladik Kreinovich,Songsak Sriboonchitta,Woraphon Yamaka

3 969 kr

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

Produktinformation

Utgivningsdatum2024-06-02
Mått155 x 235 x 26 mm
Vikt1 020 g
FormatInbunden
SpråkEngelska
SerieStudies in Systems, Decision and Control
Antal sidor499
FörlagSpringer International Publishing AG
ISBN9783031436000

Tillhör följande kategorier

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

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.