An explainable artificial intelligence approach to understanding drivers of economic energy consumption and sustainability
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DOI: 10.1016/j.eneco.2023.106868
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- Farid, Saqib & Karim, Sitara & Naeem, Muhammad A. & Nepal, Rabindra & Jamasb, Tooraj, 2023. "Co-movement between dirty and clean energy: A time-frequency perspective," Energy Economics, Elsevier, vol. 119(C).
- Naeem, Muhammad Abubakr & Appiah, Michael & Karim, Sitara & Yarovaya, Larisa, 2023. "What abates environmental efficiency in African economies? Exploring the influence of infrastructure, industrialization, and innovation," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
- Orlaith McGinley & Paul Moran & Jamie Goggins, 2022. "An Assessment of the Key Performance Indicators (KPIs) of Energy Efficient Retrofits to Existing Residential Buildings," Energies, MDPI, vol. 15(1), pages 1-26, January.
- Vivek Srikrishnan & Yawen Guan & Richard S. J. Tol & Klaus Keller, 2022. "Probabilistic projections of baseline twenty-first century CO2 emissions using a simple calibrated integrated assessment model," Climatic Change, Springer, vol. 170(3), pages 1-20, February.
- Kong, Li & Mu, Xianzhong & Hu, Guangwen & Tu, Chuang, 2023. "Will energy efficiency improvements reduce energy consumption? Perspective of rebound effect and evidence from beijing," Energy, Elsevier, vol. 263(PA).
- Naeem, Muhammad Abubakr & Peng, Zhe & Suleman, Mouhammed Tahir & Nepal, Rabindra & Shahzad, Syed Jawad Hussain, 2020.
"Time and frequency connectedness among oil shocks, electricity and clean energy markets,"
Energy Economics, Elsevier, vol. 91(C).
- Muhammad Abubakr Naeem & Zhe Peng & Mouhammed Tahir Suleman & Rabindra Nepal & Syed Jawad Hussain Shahzad, 2020. "Time and frequency connectedness among oil shocks, electricity and clean energy markets," CAMA Working Papers 2020-81, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
- Tiwari, Aviral Kumar & Eapen, Leena Mary & Nair, Sthanu R, 2021. "Electricity consumption and economic growth at the state and sectoral level in India: Evidence using heterogeneous panel data methods," Energy Economics, Elsevier, vol. 94(C).
- Arfaoui, Nadia & Naeem, Muhammad Abubakr & Boubaker, Sabri & Mirza, Nawazish & Karim, Sitara, 2023.
"Interdependence of clean energy and green markets with cryptocurrencies,"
Energy Economics, Elsevier, vol. 120(C).
- N. Arfaoui & M.A. Naeem & S. Boubaker & N. Mirza & S. Karim, 2023. "Interdependence of Clean Energy and Green Markets with Cryptocurrencies," Post-Print hal-04435467, HAL.
- Evangelista, Rui & Silva, João Andrade e & Ramalho, Esmeralda A., 2022. "How heterogeneous is the impact of energy efficiency on dwelling prices? Evidence from the application of the unconditional quantile hedonic model to the Portuguese residential market," Energy Economics, Elsevier, vol. 109(C).
- Richard S. J. Tol, 2021. "Europe’s Climate Target for 2050: An Assessment," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 56(6), pages 330-335, November.
- Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
- Khan, Samiha & Murshed, Muntasir & Ozturk, Ilhan & Khudoykulov, Khurshid, 2022. "The roles of energy efficiency improvement, renewable electricity production, and financial inclusion in stimulating environmental sustainability in the Next Eleven countries," Renewable Energy, Elsevier, vol. 193(C), pages 1164-1176.
- Richard S.J. Tol, 2020. "Modelling the costs of greenhouse gas emission reduction," Video Library 2066, Department of Economics, University of Sussex Business School.
- Roy, Preeti & Ahmad, Wasim & Sadorsky, Perry & Phani, B.V., 2022. "What do we know about the idiosyncratic risk of clean energy equities?," Energy Economics, Elsevier, vol. 112(C).
- Cheng, Zhonghua & Wang, Lan, 2023. "Can new urbanization improve urban total-factor energy efficiency in China?," Energy, Elsevier, vol. 266(C).
- Karim, Sitara & Appiah, Michael & Naeem, Muhammad Abubakr & Lucey, Brian M. & Li, Mingxing, 2022. "Modelling the role of institutional quality on carbon emissions in Sub-Saharan African countries," Renewable Energy, Elsevier, vol. 198(C), pages 213-221.
- Park, Jiyong & Son, WooJin & Moon, HyungBin & Woo, JongRoul, 2023. "Nudging energy efficiency behavior: The effect of message framing on implicit discount rate," Energy Economics, Elsevier, vol. 117(C).
- Karlsson, Ida & Rootzén, Johan & Johnsson, Filip, 2020. "Reaching net-zero carbon emissions in construction supply chains – Analysis of a Swedish road construction project," Renewable and Sustainable Energy Reviews, Elsevier, vol. 120(C).
- Yuventus Effendi & Budy P. Resosudarmo, 2022. "Development of renewable electricity in ASEAN countries: socio-economic and environmental impacts," Asia-Pacific Journal of Regional Science, Springer, vol. 6(1), pages 247-266, February.
- Edochie,Ifeanyi Nzegwu & Freije-Rodriguez,Samuel & Lakner,Christoph & Moreno Herrera,Laura Liliana & Newhouse,David Locke & Sinha Roy,Sutirtha & Yonzan,Nishant, 2022. "What Do We Know about Poverty in India in 2017/18 ?," Policy Research Working Paper Series 9931, The World Bank.
- Wang, Xuliang & Xu, Lulu & Ye, Qin & He, Shi & Liu, Yi, 2022. "How does services agglomeration affect the energy efficiency of the service sector? Evidence from China," Energy Economics, Elsevier, vol. 112(C).
- Karim, Sitara & Naeem, Muhammad Abubakr & Shafiullah, Muhammad & Lucey, Brian M. & Ashraf, Sania, 2023. "Asymmetric relationship between climate policy uncertainty and energy metals: Evidence from cross-quantilogram," Finance Research Letters, Elsevier, vol. 54(C).
- Elsayed, Ahmed H. & Nasreen, Samia & Tiwari, Aviral Kumar, 2020. "Time-varying co-movements between energy market and global financial markets: Implication for portfolio diversification and hedging strategies," Energy Economics, Elsevier, vol. 90(C).
- Asadi, Mehrad & Roubaud, David & Tiwari, Aviral Kumar, 2022. "Volatility spillovers amid crude oil, natural gas, coal, stock, and currency markets in the US and China based on time and frequency domain connectedness," Energy Economics, Elsevier, vol. 109(C).
- Mirza, Faisal Mehmood & Sinha, Avik & Khan, Javeria Rehman & Kalugina, Olga A. & Zafar, Muhammad Wasif, 2022. "Impact of Energy Efficiency on CO2 Emissions: Empirical Evidence from Developing Countries," MPRA Paper 111923, University Library of Munich, Germany, revised 2022.
- Souhankar, Amirhossein & Mortezaee, Ahmad & Hafezi, Reza, 2023. "Potentials for energy-saving and efficiency capacities in Iran: An interpretive structural model to prioritize future national policies," Energy, Elsevier, vol. 262(PB).
- Naeem, Muhammad Abubakr & Yousaf, Imran & Karim, Sitara & Tiwari, Aviral Kumar & Farid, Saqib, 2023. "Comparing asymmetric price efficiency in regional ESG markets before and during COVID-19," Economic Modelling, Elsevier, vol. 118(C).
- Richard S.J. Tol, 2021. "Estimates of the social cost of carbon have not changed over time," Working Paper Series 0821, Department of Economics, University of Sussex Business School.
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Keywords
Random forest; Gradient boosting; Deep neural network; XAI; Shapley; Energy consumption; Non-conventional energy; Net-zero emissions; Sustainability; Energy economics;All these keywords.
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