References
- Acemoglu,D., S.Johnson, and J.A. Robinson. 2001. The colonial origins of comparative development: An empirical investigation. American Economic Review 91(5):1369–401. doi:https://doi.org/10.1257/aer.91.5.1369.
- Adu,G., G.Marbuah, and J. T. Mensah. 2013. Financial development and economic growth in Ghana: Does the measure of financial development matter? Review of Development Finance 3(4):192–203. doi:https://doi.org/10.1016/j.rdf.2013.11.001.
- Aggarwal,R., A.Demirgu ̈ç-kunt, and M. S. M. Pería. 2011. Do remittances promote financial development. Journal of Development Economics 96 (2):255–64. doi:https://doi.org/10.1016/j.jdeveco.2010.10.005.
- Akinlo,A.E., and T.Egbetunde. 2010. Financial development and economic growth: The experience of 10 sub-Saharan African countries revisited. The Review of Finance and Banking 2:1.
- Almarzoqi,R., M.S. B. Naceur, and A.Kotak 2015. What matters for financial development and stability? (No.15-173). International Monetary Fund.
- Aluko,O. A., & Ibrahim, M. (2020). On the macroeconomic determinants of financial nstitutions development in sub-Saharan Africa. International Review of Economics, 67(1), 69–85.
- Aluko, O. A., and M.A. Ajayi. 2018. Determinants of banking sector development: Evidence from Sub-Saharan African countries. Borsa Istanbul Review 18(2):122–39. doi:https://doi.org/10.1016/j.bir.2017.11.002.
- Arcand,J., E.Berkes, and U.Panizza 2015. Too much finance? IMF Working paper WP/12/161. International Monetary Fund.
- Asongu, S. A. (2012). Bank efficiency and openness in Africa: Do income levels matter? The Review of Finance and Banking, 4(2), 115–122
- Asongu, S. A. (2013). How has mobile phone penetration stimulated financial development in Africa? Journal of African Business, 14(1), 7–18.
- Asongu, S. A., & Odhiambo, N. M. (2019). Mobile banking usage, quality of growth, inequality and poverty in developing countries. Information Development, 35(2), 303–318.
- Ayadi, R., Arbak, E., Naceur, S. B., & De Groen, W. P. (2015). Determinants of financial development across the Mediterranean. In Economic and Social Development of the Southern and Eastern Mediterranean Countries (159–181). Springer.
- Baltagi,B. H., P.O. Demetriades, and S.H. Law. 2009. Financial development and openness: Evidence from panel data. Journal of Development Economics 89(2):285–96. doi:https://doi.org/10.1016/j.jdeveco.2008.06.006.
- Barajas,M. A., T. Beck, M.E. Dabla-Norris, and M. R. Yousefi. 2013. Too cold, too hot, or just right? Assessing financial sector development across the globe. In International Monetary Fund Working Paper 2013 081 (International Monetary Fund)30, 9781484351086. https://doi.org/https://doi.org/10.5089/9781484351086.001 .
- Beck,T., A. Demirgu ̈ç-kunt, and R.Levine. 2003. Law, endowments and finance. Journal of Financial Economics 70(2):137–81. doi:https://doi.org/10.1016/S0304-405X(03)00144-2.
- Beck, T., and R. Levine. 2005 Legal Institutions and Financial Development Handbook of New Institutional Economics Menard, C., and Shirley, M. M. , 251–278. Boston, MA: Springer, Boston, MA.
- Beck, T. 2012. The role of finance in economic development–benefits, risks, and politics. In Oxford Handbook of Capitalism 2011-141, CentER Discussion Paper , 161–203.
- Belloni,A., Chernozhukov, V., & Hansen, C. (2014). High-dimensional methods and inference on structural and treatment effects. Journal of Economic Perspectives, 28(2), 29–50.
- Belloni, A., D.Chen, V.Chernozhukov, and C.Hansen. 2012. Sparse models and methods for optimal instruments with an application to eminent domain. Econometrica 80(6), 2369–2429 https://doi.org/https://doi.org/10.3982/ECTA9626).
- Belloni, A., and V.Chernozhukov. 2013. Least squares after model selection in high-dimensional sparse models. Bernoulli 19(2):521–47. doi:https://doi.org/10.3150/11-BEJ410.
- Belloni, A., V. Chernozhukov, and Y.Wei. 2016. Post-selection inference for generalized linear models with many controls. Journal of Business & Economic Statistics 34(4):606–19. doi:https://doi.org/10.1080/07350015.2016.1166116.
- Bittencourt, M. (2011). Inflation and financial development: Evidence from Brazil. Economic Modelling, 28(1–2), 91–99.
- Boopen,S., Kesseven, P., Jashveer, H., & Binesh, S. (2011). Determinants of financial development: The case of Mauritius Governance Conference Finance and Corporate.
- Boopen, S., P.Kesseven, H.Jashveer, and S.Binesh 2011. Determinants of financial development: The case of Mauritius. Finance and Corporate Governance Conference 28 - 29, April 2011 , Melbourne,RACV Club, Australia.
- Boyd,J. H., R.Levine, and B.D. Smith. 2001. The impact of inflation on financial sector performance. Journal of Monetary Economics 47(2):221–48. doi:https://doi.org/10.1016/S0304-3932(01)00049-6.
- Chao,X., G. Kou, Y.Peng, and E.H. Viedma. 2021. Large-scale group decision-making with non-cooperative behaviors and heterogeneous preferences: An application in financial inclusion. European Journal of Operational Research 288(1):271–93. doi:https://doi.org/10.1016/j.ejor.2020.05.047.
- Cherif,M., and C. Dreger. 2016. Institutional determinants of financial development in MENA countries. Review of Development Economics 20(3):670–80. doi:https://doi.org/10.1111/rode.12192.
- Chernozhukov,V., C.Hansen, and M.Spindler. 2015a. Valid Post-Selection and Post-Regularization Inference: An Elementary. General Approach. Annual Review of Economics 7(1):649–88. doi:https://doi.org/10.1146/annurev-economics-012315-015826.
- Chernozhukov, V., C. Hansen, and M. Spindler. 2015b. Post-selection and post-regularization inference in linear models with many controls and instruments. American Economic Review 105(5):486–90. doi:https://doi.org/10.1257/aer.p20151022.
- Čihák,M., A. Demirgüč-Kunt, E. Feyen, and R.Levine 2013. Financial development in 205 economies, 1960 to 2010 (No. w18946). National Bureau of Economic Research.
- Cooray,A. 2011. The role of the government in financial sector development. Economic Modelling 28(3):928–38. doi:https://doi.org/10.1016/j.econmod.2010.11.001.
- Demirgüç-Kunt, A., L.Klapper, D. Singer, S. Ansar, and J.Hess. 2018. The global findex database 2017: Measuring financial inclusion and the fintech revolution. Washington, DC: World Bank.
- Djankov,S., C. McLiesh, and A. Shleifer. 2007. Private credit in 129 countries. Journal of Financial Economics 84(2):299–329. doi:https://doi.org/10.1016/j.jfineco.2006.03.004.
- Elgin,C., and B.R. Uras 2013. Is informality a barrier to financial development? SERIEs 4, 309–31
- Elsherif,M. A. 2015. The determinants of financial development: Empirical evidence from Egypt. The Macrotheme Review 4(3):69–87.
- Filippidis,I., and C. Katrakilidis. 2014. Institutions, policy and banking sector development: A reassessment. Finance a Uver 64 (6):501.
- Fowowe,B. 2014. Law and finance revisited: Evidence from African countries. South African Journal of Economics 82(2):193–208. doi:https://doi.org/10.1111/saje.12020.
- Gygli,S., F.Haelg, N.Potrafke, and J. E. Sturm. 2019. The KOF Globalisation Index–Revisited. Review of International Organizations 14(3):543–74. doi:https://doi.org/10.1007/s11558-019-09344-2.
- Hastie,T., R. Tibshirani, and M. Wainwright. 2019. Statistical learning with sparsity: The lasso and generalizations. New York: Chapman and Hall/CRC.
- Huybens,E., and B. D. Smith. 1999. Inflation, financial markets and long-run real activity. Journal of Monetary Economics 43(2):283–315. doi:https://doi.org/10.1016/S0304-3932(98)00060-9.
- Ibrahim,M., and Y.A. Sare. 2018. Determinants of financial development in Africa: How robust is the interactive effect of trade openness and human capital? Economic Analysis and Policy 60:18–26. doi:https://doi.org/10.1016/j.eap.2018.09.002.
- Jacolin,L., J.Keneck Massil, and A. Noah. 2021. Informal sector and mobile financial services in emerging and developing countries: Does financial innovation matter? World Economy 00:1–35. doi:https://doi.org/10.1111/twec.13093.
- James,G., D. Witten, T. Hastie, and R. Tibshirani. 2013. Linear model selection and regularization. In An introduction to statistical learning Casella, G, Fienberg, S, and Olkin, I, 203–64. New York, NY: Springer.
- Jedidia,K. B., T.Boujelbène, and K.Helali. 2014. Financial development and economic growth: New evidence from Tunisia. Journal of Policy Modeling 36(5):883–98. doi:https://doi.org/10.1016/j.jpolmod.2014.08.002.
- Khalfaoui, H. (2015). The determinants of financial development: Empirical evidence from developed and developing countries. Applied Economics and Finance, 2(4), 1–9.
- Kim,D. H., and S.C. Lin. 2010. Dynamic relationship between inflation and financial development. Macroeconomic Dynamics 14(3):343–64. doi:https://doi.org/10.1017/S1365100509090312.
- Kodila-Tedika, O., and S.A. Asongu. 2015. The effect of intelligence on financial development: A cross-country comparison. Intelligence 51:1–9. doi:https://doi.org/10.1016/j.intell.2015.04.010.
- Kou,G., Y. Peng, and G.Wang. 2014. Evaluation of clustering algorithms for financial risk analysis using MCDM methods. Information Sciences 275:1–12. doi:https://doi.org/10.1016/j.ins.2014.02.137.
- Kou, G., Y. Xu, Y. Peng, F. Shen, Y. Chen, K.Chang, and S. Kou. 2021. Bankruptcy prediction for SMEs using transactional data and two-stage multiobjective feature selection. Decision Support Systems 140:113429. doi:https://doi.org/10.1016/j.dss.2020.113429.
- La Porta,R., F. Lopez-de-silanes, A. Shleifer, and R.W. Vishny. 1998. Law and finance. Journal of Political Economy 106(6):1113–55. doi:https://doi.org/10.1086/250042.
- Lahoti,R., A. Jayadev, and S. Reddy. 2016. The global consumption and income project (GCIP): An overview. Journal of Globalization and Development 7(1):61–108. doi:https://doi.org/10.1515/jgd-2016-0025.
- Law,S. H., and N.Singh. 2014. Does too much finance harm economic growth? Journal of Banking & Finance 41:36–44. doi:https://doi.org/10.1016/j.jbankfin.2013.12.020.
- Madsen,J. B., M. R. Islam, and H.Doucouliagos. 2018. Inequality, financial development and economic growth in the OECD, 1870–2011. European Economic Review 101:605–24. doi:https://doi.org/10.1016/j.euroecorev.2017.11.004.
- Mahawiya,S. 2015. Financial sector development, inflation and openness: Acomparative panel study of ECOWAS and SADC. Economic Research Southern Africa Working Paper (No. 528):1–37.
- Marcelin,I., and I.Mathur. 2014. Financial development, institutions and banks. International Review of Financial Analysis 31:25–33. doi:https://doi.org/10.1016/j.irfa.2013.09.003.
- Mateen,B. A., J. Liley, A. K. Denniston, C.C. Holmes, and S. J. Vollmer. 2020. Improving the quality of machine learning in health applications and clinical research. Nature Machine Intelligence 2(10):554–56. doi:https://doi.org/10.1038/s42256-020-00239-1.
- McKinnon,R. I. 1973. Money and capital in economic development. Washmgton, DC: Brookmgs Instttutton.
- Mtar,K., and W.Belazreg. 2021. Causal Nexus between innovation, financial development, and economic growth: The case of OECD countries. Journal of the Knowledge Economy, 12(1), 310–341.
- Naceur,S. B., M.Cherif, and M. Kandil. 2014. What drives the development of the MENA financial sector? Borsa Istanbul Review 14(4):212–23. doi:https://doi.org/10.1016/j.bir.2014.09.002.
- Naqvi, T., Waheed, A., Mahmood, H., & Rafique, M. (2017). Impact of Political Instability on Financial Development of Pakistan. International Journal of Management Sciences and Business Research, 6(4), 1- 13
- Nguyen,C. P., T.D. Su, and N. Doytch. 2020. The drivers of financial development: Global evidence from internet and mobile usage. Information Economics and Policy 53:100892. doi:https://doi.org/10.1016/j.infoecopol.2020.100892.
- Ofori,I. K., and S. A. Asongu. 2021. ICT diffusion, foreign direct investment and inclusive growth in Sub-Saharan Africa. Telematics and Informatics 65:101718. doi:https://doi.org/10.1016/j.tele.2021.101718.
- Padachi, K., Rojid, S., & Seetanah, B. (2008). Investigating into the factors that influence theadoption of internet banking in Mauritius. Journal of Internet Business, (5), 98– 120.
- Pan,R., T. Yang, J. Cao, K. Lu, and Z.Zhang. 2015. Missing data imputation by Knearest neighbours based on grey relational structure and mutual information. Applied Intelligence 43(3):614–32. doi:https://doi.org/10.1007/s10489-015-0666-x.
- Peprah,J. A., I.K. Ofori, and A. N. Asomani . 2019. Financial development, remittances and economic growth: A threshold analysis. Cogent Economics & Finance 7 (1):1625107. doi:https://doi.org/10.1080/23322039.2019.1625107.
- Raza, S. H., Shahzadi, H., & Akram, M. (2014). Exploring the determinants of financial development (using panel data on developed and developing countries). Journal of Finance and Economics, 2(5), 166–172.
- Ribeiro-Navarrete, S., J.R. Saura, and D.Palacios-Marqués. 2021. Towards a new era of mass data collection: Assessing pandemic surveillance technologies to preserve user privacy. Technological Forecasting and Social Change 167:120681. doi:https://doi.org/10.1016/j.techfore.2021.120681.
- Robinson,J. C. 1979. The generalization of the general theory. In The Generalisation of the General Theory and other Essays. 1-76. London: Palgrave Macmillan
- Rousseau, P. L., and P. Wachtel. 2002. Inflation thresholds and the finance-growth nexus. Journal of International Money and Finance 21 (6):777–95. doi:https://doi.org/10.1016/S0261-5606(02)00022-0.
- Sandeep, S., C.R. Shelton, A. Pahor, S. M. Jaeggi, and A. R. Seitz. 2020. Application of machine learning models for tracking participant skills in cognitive training. Frontiers in Psychology 11:15–32. doi:https://doi.org/10.3389/fpsyg.2020.01532.
- Sanusi, K. A., Meyer, D., & Ślusarczyk, B. (2017). The relationship between changes in inflation and financial development. Polish Journal of Management Studies, 16(2), 253–265.
- Saura,J. R., D. Ribeiro-Soriano, and D. Palacios-Marqués. 2021. From user-generated data to data-driven innovation: A research agenda to understand user privacy in digital markets. International Journal of Information Management 60:102331. doi:https://doi.org/10.1016/j.ijinfomgt.2021.102331.
- Saura, J. R. 2021. Using data sciences in digital marketing: Framework, methods, and performance metrics. Journal of Innovation & Knowledge 6 (2):92–102. doi:https://doi.org/10.1016/j.jik.2020.08.001.
- Schneider, U., & Wagner, M. (2012). Catching growth determinants with the adaptive lasso. German Economic Review, 13(1), 71–85.
- Schwarz, G. 1978. Estimating the dimension of a model. Annals of Statistics 6 (2):461–64. doi:https://doi.org/10.1214/aos/1176344136.
- Shabbir, B., Jamil, L., Bashir, S., Aslam, N., & Hussain, M. (2018). Determinants of Financial Development. A Case Study Of Pakistan A Case Study of Pakistan. https://doi.org/http://dx.doi.org/10.2139/ssrn.3122911
- Shaw, E. S. 1973. Financial deepening and economic development. New York: Oxford University Press.
- Svirydzenka, K. 2016. Introducing a new broad-based index of financial development. IMF Working Paper No. 16/5.
- Tibshirani,R. J., and J. Taylor. 2012. Degrees of freedom in lasso problems. The Annals of Statistics 40 (2):1198–232. doi:https://doi.org/10.1214/12-AOS1003.
- Tibshirani, R. 1996. Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society: Series B(Methodological) 58(1):267–88.
- Tizghadam, A., H. Khazaei, M. H. Moghaddam, and Y. Hassan. 2019. Machine learning in transportation. Journal of Advanced Transportation 2019:1–3. Special Issue. doi:https://doi.org/10.1155/2019/4359785.
- Van Hulse, J., and T.M. Khoshgoftaar. 2014. Incomplete-case nearest neighbor imputation in software measurement data. Information Sciences 259:596–610. doi:https://doi.org/10.1016/j.ins.2010.12.017.
- Voghouei, H., Azali, M., & Jamali, M. A. (2011). A survey of the determinants of financial development. Asian-Pacific Economic Literature, 25(2), 1–20.
- World Bank. 2018. Developing and operationalizing a national financial inclusion strategy: Toolkit. Washington, DC: World Bank, 1- 68 .
- World Bank. 2019. Global financial development report 2019/2020: Bank regulation and supervision a decade after the global financial crisis. Washington, DC: World Bank.
- World Bank. 2020. World Development Indicators. Washington, DC: World Bank.
- Zou,H., and T. Hastie. 2005. Regularization and variable selection via the elastic net. Journal of the Royal Statistical Society: Series B (Statistical Methodology) 67 (2):301–20. doi:https://doi.org/10.1111/j.1467-9868.2005.00503.x.
- Zou, H., T. Hastie, and R. Tibshirani. 2007. On the “degrees of freedom” of the lasso. The Annals of Statistics 35 (5):2173–92. doi:https://doi.org/10.1214/009053607000000127.
- Zou, H.; World Bank. 2006. The adaptive lasso and its oracle properties. Journal of the American Statistical Association 101 (476):1418–29. doi:https://doi.org/10.1198/016214506000000735.