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Renewable energy stocks forecast using Twitter investor sentiment and deep learning

Citations

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Cited by:

  1. Yue‐Jun Zhang & Yuan‐Yuan Zhang & Han Zhang & Zhuo Tang, 2026. "Forecasting Crude Oil Price Volatility With Analyst Commentary Sentiment: A Nonlinear Analysis Using Deep‐Learning Models," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 46(1), pages 121-137, January.
  2. Anupam Dutta & Kakali Kanjilal & Sajal Ghosh & Donghyun Park & Gazi Salah Uddin, 2023. "Impact of crude oil volatility jumps on sustainable investments: Evidence from India," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(10), pages 1450-1468, October.
  3. Hua, Xia & Dong, Dairui & Xu, Zhiwei & Huang, Wentao, 2025. "Official media sentiments toward energy and equity returns: Evidence from China," Energy, Elsevier, vol. 340(C).
  4. Loutfi, Ahmad Amine, 2024. "Renewable energy stock prices forecast using environmental television newscasts investors’ sentiment," Renewable Energy, Elsevier, vol. 230(C).
  5. Xu, Zhiwei & Gan, Shiqi & Hua, Xia & Xiong, Yujie, 2024. "Can the sentiment of the official media predict the return volatility of the Chinese crude oil futures?," Energy Economics, Elsevier, vol. 140(C).
  6. Wenwen Liu & Miaomiao Tang & Peng Zhao & Dianchen Xu & Ziyang Luo, 2025. "Climate Sentiment and Corporate Default Risk: Evidence From Listed Firms in China’s Heavily Polluting Industries," SAGE Open, , vol. 15(4), pages 21582440251, December.
  7. Efstathios Polyzos & Ghulame Rubbaniy & Mieszko Mazur, 2024. "Efficient Market Hypothesis on the blockchain: A social‐media‐based index for cryptocurrency efficiency," The Financial Review, Eastern Finance Association, vol. 59(3), pages 807-829, August.
  8. Assaf, Ata & Daia, Roula Al & Charif, Husni & Mokni, Khaled, 2025. "Extreme return connectedness among renewable energy and rare earth markets: The role of global factors," Research in International Business and Finance, Elsevier, vol. 77(PB).
  9. Jin Shao & Lean Yu & Jingke Hong & Xianzhu Wang, 2025. "Forecasting house price index with social media sentiment: A decomposition–ensemble approach," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 44(1), pages 216-241, January.
  10. Neifar, Malika & Hdider, Anis, 2024. "Role of Crude Oil, Natural Gas and Wheat Prices and the Impact of the ‎Russian-Ukrainian War on the Investor Social Network Sentiment; Evidence ‎from the US Stock Market," MPRA Paper 120920, University Library of Munich, Germany.
  11. Ewald, Christian Oliver & Li, Yaoyu, 2024. "The role of news sentiment in salmon price prediction using deep learning," Journal of Commodity Markets, Elsevier, vol. 36(C).
  12. Ahmed, Walid M.A. & Sleem, Mohamed A.E., 2023. "Short- and long-run determinants of the price behavior of US clean energy stocks: A dynamic ARDL simulations approach," Energy Economics, Elsevier, vol. 124(C).
  13. Yang, Kun & Cheng, Zishu & Li, Mingchen & Wang, Shouyang & Wei, Yunjie, 2024. "Fortify the investment performance of crude oil market by integrating sentiment analysis and an interval-based trading strategy," Applied Energy, Elsevier, vol. 353(PA).
  14. Shao, Jin & Hong, Jingke & Wang, Xianzhu & Yan, Xiaochen, 2023. "The relationship between social media sentiment and house prices in China: Evidence from text mining and wavelet analysis," Finance Research Letters, Elsevier, vol. 57(C).
  15. Cioroianu, Iulia & Corbet, Shaen & Hou, Yang (Greg) & Hu, Yang & Larkin, Charles & Taffler, Richard, 2024. "Exploring the use of emotional sentiment to understanding market response to unexpected corporate pivots," Research in International Business and Finance, Elsevier, vol. 70(PA).
  16. Zhang, Li & Liang, Chao & Huynh, Luu Duc Toan & Wang, Lu & Damette, Olivier, 2024. "Measuring the impact of climate risk on renewable energy stock volatility: A case study of G20 economies," Journal of Economic Behavior & Organization, Elsevier, vol. 223(C), pages 168-184.
  17. Jiang, Wei & Tang, Wanqing & Li, Jianfeng & Wei, Xiaokun, 2025. "Climate risk and renewable energy market volatility: Machine learning approach," Research in International Business and Finance, Elsevier, vol. 76(C).
  18. Ben Jabeur, Sami & Bakkar, Yassine & Cepni, Oguzhan, 2025. "Do global COVOL and geopolitical risks affect clean energy prices? Evidence from explainable artificial intelligence models," Energy Economics, Elsevier, vol. 141(C).
  19. Vasiliki Vrana & Dimitrios Kydros & Iordanis Kotzaivazoglou & Ioanna Pechlivanaki, 2023. "EU Citizens’ Twitter Discussions of the 2022–23 Energy Crisis: A Content and Sentiment Analysis on the Verge of a Daunting Winter," Sustainability, MDPI, vol. 15(2), pages 1-22, January.
  20. Xu, Zhiwei & Li, Jiaqi & Hua, Xia & Ren, Pengyue, 2024. "Is the tone of the government-controlled media valuable for capital market? Evidence from China's new energy industry," Energy Policy, Elsevier, vol. 184(C).
  21. Aziz Ullah & He Biao & Assad Ullah, 2024. "Unveiling the Nexus Between Crises, Investor Sentiment, and Volatility of Tourism-Related Stocks: Empirical Findings From Pakistan," SAGE Open, , vol. 14(3), pages 21582440241, August.
  22. Zhang, Shuonan & Cai, Yike & Chen, Rongda & Wang, Shengnan & Zhang, Xinyu & Ren, He, 2024. "Burial objects” or “Birds of a feather”: The contagion effect of financial violations in business groups——The evidence from China," Emerging Markets Review, Elsevier, vol. 62(C).
  23. Latifa A. Yousef & Hibba Yousef & Lisandra Rocha-Meneses, 2023. "Artificial Intelligence for Management of Variable Renewable Energy Systems: A Review of Current Status and Future Directions," Energies, MDPI, vol. 16(24), pages 1-27, December.
  24. Polyzos, Efstathios, 2023. "Inflation and the war in Ukraine: Evidence using impulse response functions on economic indicators and Twitter sentiment," Research in International Business and Finance, Elsevier, vol. 66(C).
  25. Ren, Jeana T., 2025. "Harnessing public sentiment: A literature review of sentiment analysis in energy research," Renewable and Sustainable Energy Reviews, Elsevier, vol. 219(C).
  26. Khaled Mokni & Sami Ben Jabeur & Hela Nammouri & Foued Saâdaoui, 2025. "Clean Energy Markets: Responses to Emerging Risks and Investor Behaviour," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 30(4), pages 3535-3552, October.
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