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Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach

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  1. Jason T. Kerwin & Rebecca L. Thornton, 2021. "Making the Grade: The Sensitivity of Education Program Effectiveness to Input Choices and Outcome Measures," The Review of Economics and Statistics, MIT Press, vol. 103(2), pages 251-264, May.
  2. Raul Jimenez & Ariel Yépez-García, 2016. "Composition and Sensitivity of Residential Energy Consumption," IDB Publications (Working Papers) 95257, Inter-American Development Bank.
  3. Chen, Yichun & Subhan, Mohammad & Ahmad, Gayas & Adil, Mohd & Zamir, M.N., 2024. "Unveiling the linkages among digital technology, economic growth, and carbon emissions: A resource management perspective," Resources Policy, Elsevier, vol. 91(C).
  4. Zhang, Hui & Fahlevi, Mochammad & Aljuaid, Mohammed & Beşer, Nazife Özge & Cabas, Meral & lominchar, Jose, 2024. "A machine learning and quantile analysis of FINTECH and resource efficiency in achieving sustainable development in OECD countries," Resources Policy, Elsevier, vol. 92(C).
  5. Aleberto Alesina & Guido Tabellini & Francesco Trebbi, 2017. "Is Europe an Optimal Political Area?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 169-234.
  6. Prehn, S. & Glauben, T. & Loy, J.-P., 2016. "Demand-Driven Markets and the Importance of Demand Rationing," Proceedings “Schriften der Gesellschaft für Wirtschafts- und Sozialwissenschaften des Landbaues e.V.”, German Association of Agricultural Economists (GEWISOLA), vol. 51, March.
  7. Christopher Hare & Tzu-Ping Liu & Robert N. Lupton, 2018. "What Ordered Optimal Classification reveals about ideological structure, cleavages, and polarization in the American mass public," Public Choice, Springer, vol. 176(1), pages 57-78, July.
  8. Florent Dubois & Christophe Muller, 2020. "The Contribution of Residential Segregation to Racial Income Gaps: Evidence from South Africa," AMSE Working Papers 2029, Aix-Marseille School of Economics, France.
  9. Bedri Kamil Onur Tas, 2024. "A machine learning approach to detect collusion in public procurement with limited information," Journal of Computational Social Science, Springer, vol. 7(2), pages 1913-1935, October.
  10. Michael A. Clemens & Thomas Ginn, 2020. "Global Mobility and the Threat of Pandemics: Evidence from Three Centuries," Working Papers 560, Center for Global Development.
  11. Beiser-McGrath, Janina & Beiser-McGrath, Liam F., 2020. "Problems with products? Control strategies for models with interaction and quadratic effects," LSE Research Online Documents on Economics 117235, London School of Economics and Political Science, LSE Library.
  12. Usman, Ojonugwa & Iorember, Paul Terhemba & Ozkan, Oktay & Alola, Andrew Adewale, 2024. "Dampening energy security-related uncertainties in the United States: The role of green energy-technology investment and operation of transnational corporations," Energy, Elsevier, vol. 289(C).
  13. Qian Wang & Guie Li & Min Weng, 2024. "Unraveling the Dynamic Relationship between Neighborhood Deprivation and Walkability over Time: A Machine Learning Approach," Land, MDPI, vol. 13(5), pages 1-19, May.
  14. Wagner, Joachim, 2024. "Cloud computing and extensive margins of exports: Evidence for manufacturing firms from 27 EU countries," KCG Working Papers 34, Kiel Centre for Globalization (KCG).
  15. Joachim Wagner, 2024. "Estimation of empirical models for margins of exports with unknown non-linear functional forms: A Kernel-Regularized Least Squares (KRLS) approach Evidence from eight European countries," Working Paper Series in Economics 424, University of Lüneburg, Institute of Economics.
  16. Kerwin, Jason & Pandey, Divya, 2023. "Navigating Ambiguity: Imprecise Probabilities and the Updating of Disease Risk Beliefs," IZA Discussion Papers 16478, Institute of Labor Economics (IZA).
  17. Wagner, Joachim, 2024. "Estimation of empirical models for margins of exports with unknown nonlinear functional forms: A Kernel-Regularized Least Squares (KRLS) approach," KCG Working Papers 32, Kiel Centre for Globalization (KCG).
  18. Joachim Wagner, 2024. "Cloud Computing and Extensive Margins of Exports - Evidence for Manufacturing Firms from 27 EU Countries," Working Paper Series in Economics 427, University of Lüneburg, Institute of Economics.
  19. Hemachandra Padhan & Santosh Kumar Sahu & Umakant Dash, 2023. "Economic globalization and environmental quality: a study of OECD economies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(9), pages 10123-10142, September.
  20. Caravaggio, Nicola, 2020. "Economic growth and the forest development path: A theoretical re-assessment of the environmental Kuznets curve for deforestation," Forest Policy and Economics, Elsevier, vol. 118(C).
  21. Andrée, Bo Pieter Johannes & Chamorro, Andres & Spencer, Phoebe & Koomen, Eric & Dogo, Harun, 2019. "Revisiting the relation between economic growth and the environment; a global assessment of deforestation, pollution and carbon emission," Renewable and Sustainable Energy Reviews, Elsevier, vol. 114(C), pages 1-1.
  22. Alola, Andrew Adewale & Özkan, Oktay & Usman, Ojonugwa, 2023. "Examining crude oil price outlook amidst substitute energy price and household energy expenditure in the USA: A novel nonparametric multivariate QQR approach," Energy Economics, Elsevier, vol. 120(C).
  23. Lin, Boqiang & Ullah, Sami, 2024. "Modeling the impacts of changes in nuclear energy, natural gas, and coal in the environment through the novel DARDL approach," Energy, Elsevier, vol. 287(C).
  24. Wagner, Joachim, 2024. "Robots and extensive margins of exports: Evidence for manufacturing firms from 27 EU countries," KCG Working Papers 33, Kiel Centre for Globalization (KCG).
  25. Choi, Yeri & Lee, Sugie, 2020. "The impact of urban physical environments on cooling rates in summer: Focusing on interaction effects with a kernel-based regularized least squares (KRLS) model," Renewable Energy, Elsevier, vol. 149(C), pages 523-534.
  26. Joachim Wagner, 2024. "Digitalization Intensity and Extensive Margins of Exports in Manufacturing Firms from 27 EU Countries - Evidence from Kernel-Regularized Least Squares Regression," Working Paper Series in Economics 428, University of Lüneburg, Institute of Economics.
  27. Caravaggio, Nicola, 2020. "A global empirical re-assessment of the Environmental Kuznets curve for deforestation," Forest Policy and Economics, Elsevier, vol. 119(C).
  28. Andree,Bo Pieter Johannes, 2020. "Incidence of COVID-19 and Connections with Air Pollution Exposure : Evidence from the Netherlands," Policy Research Working Paper Series 9221, The World Bank.
  29. Eldor, Liat & Hodor, Michal & Cappelli, Peter, 2023. "The limits of psychological safety: Nonlinear relationships with performance," Organizational Behavior and Human Decision Processes, Elsevier, vol. 177(C).
  30. Roy, Arup, 2023. "Nexus between economic growth, external debt, oil price, and remittances in India: New insight from novel DARDL simulations," Resources Policy, Elsevier, vol. 83(C).
  31. Samuel Asumadu Sarkodie & Emmanuel Ackom & Festus Victor Bekun & Phebe Asantewaa Owusu, 2020. "Energy–Climate–Economy–Population Nexus: An Empirical Analysis in Kenya, Senegal, and Eswatini," Sustainability, MDPI, vol. 12(15), pages 1-16, July.
  32. Alola, Andrew Adewale & Özkan, Oktay & Obekpa, Hephzibah Onyeje, 2023. "Examining the patterns of disaggregate energy security risk and crude oil price: the USA scenario over 1970–2040," Resources Policy, Elsevier, vol. 82(C).
  33. Xiaohua Sun & Danish Khan & Yubai Zheng, 2024. "Articulating the Role of Technological Innovation and Policy Uncertainty in Energy Efficiency: an Empirical Investigation," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 14597-14616, September.
  34. Dan Ioan Topor & Andreea Marin-Pantelescu & Adela Socol & Oana Raluca Ivan, 2022. "Decarbonization of the Romanian Economy: An ARDL and KRLS Approach of Ecological Footprint," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 24(61), pages 664-664, August.
  35. Fervers, Lukas, 2018. "Can public employment schemes break the negative spiral of long-term unemployment, social exclusion and loss of skills? Evidence from Germany," Journal of Economic Psychology, Elsevier, vol. 67(C), pages 18-33.
  36. Barbara Gomez-Aguinaga & Ana L. Oaxaca & Matt A. Barreto & Gabriel R. Sanchez, 2021. "Spanish-Language News Consumption and Latino Reactions to COVID-19," IJERPH, MDPI, vol. 18(18), pages 1-15, September.
  37. Ferwerda, Jeremy & Hainmueller, Jens & Hazlett, Chad J., 2017. "Kernel-Based Regularized Least Squares in R (KRLS) and Stata (krls)," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 79(i03).
  38. Adebayo, Tomiwa Sunday & Saeed Meo, Muhammad & Özkan, Oktay, 2024. "Scrutinizing the impact of energy transition on GHG emissions in G7 countries via a novel green quality of energy mix index," Renewable Energy, Elsevier, vol. 226(C).
  39. Joachim Wagner, 2024. "Robots and Extensive Margins of Exports - Evidence for Manufacturing Firms from 27 EU Countries," Working Paper Series in Economics 426, University of Lüneburg, Institute of Economics.
  40. Justin Dang & Aman Ullah, 2023. "Generalized kernel regularized least squares estimator with parametric error covariance," Empirical Economics, Springer, vol. 64(6), pages 3059-3088, June.
  41. Kartal, Mustafa Tevfik & Pata, Ugur Korkut & Kılıç Depren, Serpil & Depren, Özer, 2023. "Effects of possible changes in natural gas, nuclear, and coal energy consumption on CO2 emissions: Evidence from France under Russia’s gas supply cuts by dynamic ARDL simulations approach," Applied Energy, Elsevier, vol. 339(C).
  42. Emmanuel Uche & Philip Chimobi Omoke & Charles Silva‐Opuala & Mamdouh Abdulaziz Saleh Al‐Faryan, 2024. "Re‐estimating the pollution haven–halo hypotheses for Brazil via a machine learning procedure," Journal of International Development, John Wiley & Sons, Ltd., vol. 36(2), pages 1274-1292, March.
  43. Sviták, Jan & Tichem, Jan & Haasbeek, Stefan, 2021. "Price effects of search advertising restrictions," International Journal of Industrial Organization, Elsevier, vol. 77(C).
  44. Ozkan, Oktay & Coban, Mustafa Necati & Destek, Mehmet Akif, 2024. "Navigating the winds of change: Assessing the impact of wind energy innovations and fossil energy efficiency on carbon emissions in China," Renewable Energy, Elsevier, vol. 228(C).
  45. Zhou, Runyu & Abbasi, Kashif Raza & Salem, Sultan & Almulhim, Abdulaziz.I. & Alvarado, Rafael, 2022. "Do natural resources, economic growth, human capital, and urbanization affect the ecological footprint? A modified dynamic ARDL and KRLS approach," Resources Policy, Elsevier, vol. 78(C).
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