Machine Learning for Econometrics and Related Topics
In 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...
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| Další autoři: | , , |
| Médium: | Elektronický zdroj E-kniha |
| Jazyk: | angličtina |
| Vydáno: |
Cham :
Springer Nature Switzerland : Imprint: Springer,
2024.
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| Vydání: | 1st ed. 2024. |
| Edice: | Studies in Systems, Decision and Control,
508 |
| Témata: | |
| On-line přístup: | https://doi.org/10.1007/978-3-031-43601-7 |
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Obsah:
- 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.