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Determinants of renewable energy consumption in Madagascar: Evidence from feature selection algorithms

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  • Franck Ramaharo
  • Fitiavana Randriamifidy

Abstract

The aim of this note is to identify the factors influencing renewable energy consumption in Madagascar. We tested 12 features covering macroeconomic, financial, social, and environmental aspects, including economic growth, domestic investment, foreign direct investment, financial development, industrial development, inflation, income distribution, trade openness, exchange rate, tourism development, environmental quality, and urbanization. To assess their significance, we assumed a linear relationship between renewable energy consumption and these features over the 1990-2021 period. Next, we applied different machine learning feature selection algorithms classified as filter-based (relative importance for linear regression, correlation method), embedded (LASSO), and wrapper-based (best subset regression, stepwise regression, recursive feature elimination, iterative predictor weighting partial least squares, Boruta, simulated annealing, and genetic algorithms) methods. Our analysis revealed that the five most influential drivers stem from macroeconomic aspects. We found that domestic investment, foreign direct investment, and inflation positively contribute to the adoption of renewable energy sources. On the other hand, industrial development and trade openness negatively affect renewable energy consumption in Madagascar.

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  • Franck Ramaharo & Fitiavana Randriamifidy, 2023. "Determinants of renewable energy consumption in Madagascar: Evidence from feature selection algorithms," Papers 2401.13671, arXiv.org.
  • Handle: RePEc:arx:papers:2401.13671
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    1. Kursa, Miron B. & Rudnicki, Witold R., 2010. "Feature Selection with the Boruta Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 36(i11).
    2. Surroop, Dinesh & Raghoo, Pravesh, 2018. "Renewable energy to improve energy situation in African island states," Renewable and Sustainable Energy Reviews, Elsevier, vol. 88(C), pages 176-183.
    3. Ahmed Samour & M. Mine Baskaya & Turgut Tursoy, 2022. "The Impact of Financial Development and FDI on Renewable Energy in the UAE: A Path towards Sustainable Development," Sustainability, MDPI, vol. 14(3), pages 1-14, January.
    4. Frank Adusah-Poku, 2016. "Carbon Dioxide Emissions, Urbanization and Population: Empirical Evidence in Sub Saharan Africa," Energy Economics Letters, Asian Economic and Social Society, vol. 3(1), pages 1-16, March.
    5. Mehdi Ben Jebli & Slim Ben Youssef & Nicholas Apergis, 2019. "The dynamic linkage between renewable energy, tourism, CO2 emissions, economic growth, foreign direct investment, and trade," Latin American Economic Review, Springer;Centro de Investigaciòn y Docencia Económica (CIDE), vol. 28(1), pages 1-19, December.
    6. Groemping, Ulrike, 2006. "Relative Importance for Linear Regression in R: The Package relaimpo," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 17(i01).
    7. Kuhn, Max, 2008. "Building Predictive Models in R Using the caret Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 28(i05).
    8. Frank Adusah-Poku, 2016. "Carbon Dioxide Emissions, Urbanization and Population: Empirical Evidence in Sub Saharan Africa," Energy Economics Letters, Asian Economic and Social Society, vol. 3(1), pages 1-16.
    9. Sadia Bano & Mehtab Alam & Anwar Khan & Lu Liu, 2021. "The nexus of tourism, renewable energy, income, and environmental quality: an empirical analysis of Pakistan," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(10), pages 14854-14877, October.
    10. Islam, Md. Monirul & Irfan, Muhammad & Shahbaz, Muhammad & Vo, Xuan Vinh, 2022. "Renewable and non-renewable energy consumption in Bangladesh: The relative influencing profiles of economic factors, urbanization, physical infrastructure and institutional quality," Renewable Energy, Elsevier, vol. 184(C), pages 1130-1149.
    11. Nora Yusma Mohamed Yusoff & Abdul Rahim Ridzuan & Thomas Soseco & Wahjoedi & Bagus Shandy Narmaditya & Lim Chee Ann, 2023. "Comprehensive Outlook on Macroeconomic Determinants for Renewable Energy in Malaysia," Sustainability, MDPI, vol. 15(5), pages 1-15, February.
    12. Ranti Darwin & Dyah Wulan Sari & Unggul Heriqbaldi, 2022. "Dynamic Linkages between Energy Consumption, Foreign Direct Investment, and Economic Growth: A New Insight from Developing Countries in Asia," International Journal of Energy Economics and Policy, Econjournals, vol. 12(6), pages 30-36, November.
    13. Bamati, Narges & Raoofi, Ali, 2020. "Development level and the impact of technological factor on renewable energy production," Renewable Energy, Elsevier, vol. 151(C), pages 946-955.
    14. Ramaharo, Franck M. & Rajaonarison, Njakanasandratra R., 2023. "Principal component regression analysis of electricity consumption factors in Madagascar," MPRA Paper 116142, University Library of Munich, Germany.
    15. Gozgor, Giray & Mahalik, Mantu Kumar & Demir, Ender & Padhan, Hemachandra, 2020. "The impact of economic globalization on renewable energy in the OECD countries," Energy Policy, Elsevier, vol. 139(C).
    16. Iqbal, Shahid & Wang, Ying & Ali, Sharafat & Haider, Muhammad Afaq & Amin, Nabila, 2023. "Shifting to a green economy: Asymmetric macroeconomic determinants of renewable energy production in Pakistan," Renewable Energy, Elsevier, vol. 202(C), pages 234-241.
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