06242nam a22005295i 4500001001800000003000900018005001700027007001500044008004100059020003700100024003500137050001300172072001600185072002300201072001500224245015200239250001800391264006900409300006500478336002600543337002600569338003600595347002400631490006400655505314100719520101803860650003504878650002204913650003604935650003404971650003505005650002205040650006105062700008805123700009205211700008605303710003405389773002605423776003605449776003605485776003605521830006405557856004605621912001405667912001405681999001705695978-3-031-43601-7DE-He21320251030112247.0cr nn 008mamaa240601s2024    sz |    s    |||| 0|eng d  a97830314360179978-3-031-43601-77 a10.1007/978-3-031-43601-72doi 4aTJ1-1570 7aTGB2bicssc 7aTEC0090702bisacsh 7aTGB2thema10aMachine Learning for Econometrics and Related Topicsh[electronic resource] /cedited by Vladik Kreinovich, Songsak Sriboonchitta, Woraphon Yamaka.  a1st ed. 2024. 1aCham :bSpringer Nature Switzerland :bImprint: Springer,c2024.  aIX, 499 p. 100 illus., 87 illus. in color.bonline resource.  atextbtxt2rdacontent  acomputerbc2rdamedia  aonline resourcebcr2rdacarrier  atext filebPDF2rda1 aStudies in Systems, Decision and Control,x2198-4190 ;v5080 aPreface -- 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.  aIn the last decades, machine learning techniques – especially techniques of deep learning – led to numerous successes in many application areas, including economics. The use of machine learning in economics is the main focus of this book; however, the book also describes the use of more traditional econometric techniques. Applications include practically all major sectors of economics: agriculture, health (including the impact of Covid-19), manufacturing, trade, transportation, etc. Several papers analyze the effect of age, education, and gender on economy – and, more generally, issues of fairness and discrimination. We hope that this volume will: help practitioners to become better knowledgeable of the state-of-the-art econometric techniques, especially techniques of machine learning, and help researchers to further develop these important research directions. We want to thank all the authors for their contributions and all anonymous referees for their thorough analysis and helpful comments. 0aMechanical engineering.958323 0aEconomics.958354 0aEngineering mathematics.964145 0aEngineeringxData processing.14aMechanical Engineering.95832324aEconomics.95835424aMathematical and Computational Engineering Applications.1 aKreinovich, Vladik.eeditor.4edt4http://id.loc.gov/vocabulary/relators/edt9668351 aSriboonchitta, Songsak.eeditor.4edt4http://id.loc.gov/vocabulary/relators/edt9779891 aYamaka, Woraphon.eeditor.4edt4http://id.loc.gov/vocabulary/relators/edt9779902 aSpringerLink (Online service)0 tSpringer Nature eBook08iPrinted edition:z978303143600008iPrinted edition:z978303143602408iPrinted edition:z9783031436031 0aStudies in Systems, Decision and Control,x2198-4190 ;v50840uhttps://doi.org/10.1007/978-3-031-43601-7  aZDB-2-ENG  aZDB-2-SXE  c60366d60366