Satisficing data envelopment analysis: a Bayesian approach for peer mining in the banking sector
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DOI: 10.1007/s10479-017-2552-x
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- Gong, Byeong-Ho & Sickles, Robin C., 1992.
"Finite sample evidence on the performance of stochastic frontiers and data envelopment analysis using panel data,"
Journal of Econometrics, Elsevier, vol. 51(1-2), pages 259-284.
- Gong, Byeong-Ho & Sickles, Robin C., 1991. "Finite Sample Evidence on the Performance of Stochastic Frontiers and Data Envelopment Analysis Using Panel Data," Working Papers 91-12, C.V. Starr Center for Applied Economics, New York University.
- Golany, B & Roll, Y, 1989. "An application procedure for DEA," Omega, Elsevier, vol. 17(3), pages 237-250.
- Tzeremes, Nickolaos G., 2015. "Efficiency dynamics in Indian banking: A conditional directional distance approach," European Journal of Operational Research, Elsevier, vol. 240(3), pages 807-818.
- Grosskopf, S, 1986. "The Role of the Reference Technology in Measuring Productive Efficiency," Economic Journal, Royal Economic Society, vol. 96(382), pages 499-513, June.
- William Cooper & Zhimin Huang & Vedran Lelas & Susan Li & Ole Olesen, 1998. "Chance Constrained Programming Formulations for Stochastic Characterizations of Efficiency and Dominance in DEA," Journal of Productivity Analysis, Springer, vol. 9(1), pages 53-79, January.
- Chortareas Georgios E. & Garza-Garcia Jesus Gustavo & Girardone Claudia, 2010. "Banking Sector Performance in Some Latin American Countries: Market Power versus Efficiency," Working Papers 2010-20, Banco de México.
- Tianshu Zhao & Barbara Casu & Alessandra Ferrari, 2006.
"Deregulation and productivity growth: a study of Indian commercial banking,"
Economic Analysis Research Group Working Papers
earg-wp2006-07, Henley Business School, University of Reading.
- Tianshu Zhao & Barbara Casu & Alessandra Ferrari, 2006. "Deregulation and productivity growth: a study of Indian commercial banking," Economics Discussion Papers em-dp2006-38, Department of Economics, University of Reading.
- Carvallo, Oscar & Kasman, Adnan, 2005. "Cost efficiency in the Latin American and Caribbean banking systems," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 15(1), pages 55-72, January.
- Barbara Casu & Philip Molyneux, 2003.
"A comparative study of efficiency in European banking,"
Applied Economics, Taylor & Francis Journals, vol. 35(17), pages 1865-1876.
- Barbara Casu & Philip Molyneux, 2000. "A Comparative Study of Efficiency in European Banking," Center for Financial Institutions Working Papers 00-17, Wharton School Center for Financial Institutions, University of Pennsylvania.
- Berger, Allen N. & Humphrey, David B., 1997.
"Efficiency of financial institutions: International survey and directions for future research,"
European Journal of Operational Research, Elsevier, vol. 98(2), pages 175-212, April.
- Allen N. Berger & David B. Humphrey, 1997. "Efficiency of financial institutions: international survey and directions for future research," Finance and Economics Discussion Series 1997-11, Board of Governors of the Federal Reserve System (U.S.).
- Allen N. Berger & David B. Humphrey, 1997. "Efficiency of Financial Institutions: International Survey and Directions for Future Research," Center for Financial Institutions Working Papers 97-05, Wharton School Center for Financial Institutions, University of Pennsylvania.
- William H. Greene, 1993. "Frontier Production Functions," Working Papers 93-20, New York University, Leonard N. Stern School of Business, Department of Economics.
- Udhayakumar, A. & Charles, V. & Kumar, Mukesh, 2011. "Stochastic simulation based genetic algorithm for chance constrained data envelopment analysis problems," Omega, Elsevier, vol. 39(4), pages 387-397, August.
- Liu, John S. & Lu, Louis Y.Y. & Lu, Wen-Min & Lin, Bruce J.Y., 2013. "A survey of DEA applications," Omega, Elsevier, vol. 41(5), pages 893-902.
- Chebil, Ali & Abbas, Kais & Frija, Aymen, 2013. "Irrigation water use efficiency in central Tunisian's wheat production systems: A stochastic data envelopment approach," 2013 Fourth International Conference, September 22-25, 2013, Hammamet, Tunisia 160290, African Association of Agricultural Economists (AAAE).
- Jaffry, Shabbar & Ghulam, Yaseen & Cox, Joe, 2013. "Trends in efficiency in response to regulatory reforms: The case of Indian and Pakistani commercial banks," European Journal of Operational Research, Elsevier, vol. 226(1), pages 122-131.
- Bhattacharya, U.K., 2009. "A chance constraints goal programming model for the advertising planning problem," European Journal of Operational Research, Elsevier, vol. 192(2), pages 382-395, January.
- Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
- Staub, Roberta B. & da Silva e Souza, Geraldo & Tabak, Benjamin M., 2010.
"Evolution of bank efficiency in Brazil: A DEA approach,"
European Journal of Operational Research, Elsevier, vol. 202(1), pages 204-213, April.
- Roberta B. Staub & Geraldo Souza & Benjamin M. Tabak, 2009. "Evolution of Bank Efficiency in Brazil: A DEA Approach," Working Papers Series 200, Central Bank of Brazil, Research Department.
- Rodrigo Fuentes & Marcos Vergara, 2007. "Is Ownership Structure a Determinant of Bank Efficiency?," Working Papers Central Bank of Chile 456, Central Bank of Chile.
- Kao, Chiang & Liu, Shiang-Tai, 2004. "Predicting bank performance with financial forecasts: A case of Taiwan commercial banks," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2353-2368, October.
- SIMAR , Léopold, 1995.
"Aspects of Statistical Analysis in DEA-Type Frontier Models,"
LIDAM Discussion Papers CORE
1995061, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Simar, L., 1996. "Aspects of statistical analysis in DEA-type frontier models," LIDAM Reprints CORE 1226, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Mukesh Kumar & Charles Vincent, 2010. "Benchmarking Indian banks using DEA in post-reform period: a progressive time-weighted mean approach," The Service Industries Journal, Taylor & Francis Journals, vol. 31(14), pages 2455-2485, June.
- Mukesh Kumar & Vincent Charles & Chandra Sekhar Mishra, 2016. "Evaluating the performance of indian banking sector using DEA during post-reform and global financial crisis," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 17(1), pages 156-172, February.
- O. Olesen, 2006. "Comparing and Combining Two Approaches for Chance Constrained DEA," Journal of Productivity Analysis, Springer, vol. 26(2), pages 103-119, October.
- Jeremy Forster & Sherrill Shaffer, 2005. "Bank efficiency ratios in Latin America," Applied Economics Letters, Taylor & Francis Journals, vol. 12(9), pages 529-532.
- Cooper, William W. & Deng, H. & Huang, Zhimin & Li, Susan X., 2004. "Chance constrained programming approaches to congestion in stochastic data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 155(2), pages 487-501, June.
- Taylor, William M. & Thompson, Russell G. & Thrall, Robert M. & Dharmapala, P. S., 1997. "DEA/AR efficiency and profitability of Mexican banks a total income model," European Journal of Operational Research, Elsevier, vol. 98(2), pages 346-363, April.
- A. Charnes & W. W. Cooper, 1963. "Deterministic Equivalents for Optimizing and Satisficing under Chance Constraints," Operations Research, INFORMS, vol. 11(1), pages 18-39, February.
- Joe Zhu, 2014. "Data Envelopment Analysis," International Series in Operations Research & Management Science, in: Quantitative Models for Performance Evaluation and Benchmarking, edition 3, chapter 1, pages 1-9, Springer.
- Fu, Xiaoqing (Maggie) & Heffernan, Shelagh, 2007. "Cost X-efficiency in China's banking sector," China Economic Review, Elsevier, vol. 18(1), pages 35-53.
- Léopold Simar & Paul W. Wilson, 1998.
"Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models,"
Management Science, INFORMS, vol. 44(1), pages 49-61, January.
- SIMAR, Léopold & WILSON, Paul, 1995. "Sensitivity Analysis to Efficiency Scores : How to Bootstrap in Nonparametric Frontier Models," LIDAM Discussion Papers CORE 1995043, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Simar, L. & Wilson, P.W., 1998. "Sensitivity analysis of efficiency scores: how to bootstrap in nonparametric frontier models," LIDAM Reprints CORE 1304, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Homburg, Carsten, 2001. "Using data envelopment analysis to benchmark activities," International Journal of Production Economics, Elsevier, vol. 73(1), pages 51-58, August.
- Tser-Yieth Chen, 2002. "A comparison of chance-constrained DEA and stochastic frontier analysis: bank efficiency in Taiwan," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(5), pages 492-500, May.
- Bruni, M.E. & Conforti, D. & Beraldi, P. & Tundis, E., 2009. "Probabilistically constrained models for efficiency and dominance in DEA," International Journal of Production Economics, Elsevier, vol. 117(1), pages 219-228, January.
- A. Charnes & W. W. Cooper, 1959. "Chance-Constrained Programming," Management Science, INFORMS, vol. 6(1), pages 73-79, October.
- Post, Thierry, 2007. "Nonparametric efficiency estimation in stochastic environments: Noise-to-signal estimation, finite sample performance and hypothesis testing," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2065-2080, July.
- Retzlaff-Roberts, Donna L. & Morey, Richard C., 1993. "A goal-programming method of stochastic allocative data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 71(3), pages 379-397, December.
- Sueyoshi, Toshiyuki, 2000. "Stochastic DEA for restructure strategy: an application to a Japanese petroleum company," Omega, Elsevier, vol. 28(4), pages 385-398, August.
- Talluri, Srinivas & Narasimhan, Ram & Nair, Anand, 2006. "Vendor performance with supply risk: A chance-constrained DEA approach," International Journal of Production Economics, Elsevier, vol. 100(2), pages 212-222, April.
- Raymond L. Raab & Richard W. Lichty, 2002. "Identifying Subareas That Comprise A Greater Metropolitan Area: The Criterion of County Relative Efficiency," Journal of Regional Science, Wiley Blackwell, vol. 42(3), pages 579-594, August.
- Li, Susan X., 1998. "Stochastic models and variable returns to scales in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 104(3), pages 532-548, February.
- Sathye, Milind, 2003. "Efficiency of banks in a developing economy: The case of India," European Journal of Operational Research, Elsevier, vol. 148(3), pages 662-671, August.
- Agpak, Kursad & Gokcen, Hadi, 2007. "A chance-constrained approach to stochastic line balancing problem," European Journal of Operational Research, Elsevier, vol. 180(3), pages 1098-1115, August.
- Cook, Wade D. & Tone, Kaoru & Zhu, Joe, 2014. "Data envelopment analysis: Prior to choosing a model," Omega, Elsevier, vol. 44(C), pages 1-4.
- O. B. Olesen & N. C. Petersen, 1995. "Chance Constrained Efficiency Evaluation," Management Science, INFORMS, vol. 41(3), pages 442-457, March.
- Tianshu Zhao & Barbara Casu & Alessandra Ferrari, 2008. "Deregulation and productivity growth: a study of the Indian commercial banking industry," International Journal of Business Performance Management, Inderscience Enterprises Ltd, vol. 10(4), pages 318-343.
- Seiford, Lawrence M. & Thrall, Robert M., 1990. "Recent developments in DEA : The mathematical programming approach to frontier analysis," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 7-38.
- R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
- T. T. Ram Mohan & Subhash Ray, 2004. "Productivity Growth and Efficiency in Indian Banking: A Comparison of Public, Private, and Foreign Banks," Working papers 2004-27, University of Connecticut, Department of Economics.
- Olesen, Ole B. & Petersen, Niels Christian, 2016. "Stochastic Data Envelopment Analysis—A review," European Journal of Operational Research, Elsevier, vol. 251(1), pages 2-21.
- Stephen M. Miller & Terrence M. Clauretie & Thomas M. Springer, 2006.
"Economies Of Scale And Cost Efficiencies: A Panel‐Data Stochastic‐Frontier Analysis Of Real Estate Investment Trusts,"
Manchester School, University of Manchester, vol. 74(4), pages 483-499, July.
- Stephen M. Miller & Terrence M. Clauretie & Thomas M. Springer, 2005. "Economies of Scale and Cost Efficiencies: A Panel-Data Stochastic-Frontier Analysis of Real Estate Investment Trusts," Working papers 2005-21, University of Connecticut, Department of Economics.
- W W Cooper & H Deng & Z Huang & S X Li, 2002. "Chance constrained programming approaches to technical efficiencies and inefficiencies in stochastic data envelopment analysis," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(12), pages 1347-1356, December.
- Dyson, R. G. & Allen, R. & Camanho, A. S. & Podinovski, V. V. & Sarrico, C. S. & Shale, E. A., 2001. "Pitfalls and protocols in DEA," European Journal of Operational Research, Elsevier, vol. 132(2), pages 245-259, July.
- Peter Smith, 1997. "Model misspecification in Data Envelopment Analysis," Annals of Operations Research, Springer, vol. 73(0), pages 233-252, October.
- Fethi, Meryem Duygun & Pasiouras, Fotios, 2010. "Assessing bank efficiency and performance with operational research and artificial intelligence techniques: A survey," European Journal of Operational Research, Elsevier, vol. 204(2), pages 189-198, July.
- Sealey, Calvin W, Jr & Lindley, James T, 1977. "Inputs, Outputs, and a Theory of Production and Cost at Depository Financial Institutions," Journal of Finance, American Finance Association, vol. 32(4), pages 1251-1266, September.
- William W. Cooper & Lawrence M. Seiford & Kaoru Tone, 2007. "Data Envelopment Analysis," Springer Books, Springer, edition 0, number 978-0-387-45283-8, June.
- Rajiv D. Banker, 1993. "Maximum Likelihood, Consistency and Data Envelopment Analysis: A Statistical Foundation," Management Science, INFORMS, vol. 39(10), pages 1265-1273, October.
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- Gulati, Rachita & Charles, Vincent & Hassan, M. Kabir & Kumar, Sunil, 2023. "COVID-19 crisis and the efficiency of Indian banks: Have they weathered the storm?," Socio-Economic Planning Sciences, Elsevier, vol. 88(C).
- Chen, Kun & Zhu, Joe, 2019. "Computational tractability of chance constrained data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 274(3), pages 1037-1046.
- Xiaohong Liu & Feng Yang & Jie Wu, 2020. "DEA considering technological heterogeneity and intermediate output target setting: the performance analysis of Chinese commercial banks," Annals of Operations Research, Springer, vol. 291(1), pages 605-626, August.
- Toloo, Mehdi & Ebrahimi, Bohlool & Amin, Gholam R., 2021. "New data envelopment analysis models for classifying flexible measures: The role of non-Archimedean epsilon," European Journal of Operational Research, Elsevier, vol. 292(3), pages 1037-1050.
- Charles, Vincent & D'Alessio, Fernando A., 2020. "An envelopment-based approach to measuring regional social progress," Socio-Economic Planning Sciences, Elsevier, vol. 70(C).
- Jamal Ali Al-Khasawneh & Benito A. Sanchez, 2021. "Deal-to-deal marginal efficiency dynamics of serial US banking acquirers," Review of Quantitative Finance and Accounting, Springer, vol. 57(4), pages 1283-1308, November.
- Charles, Vincent & Aparicio, Juan & Zhu, Joe, 2019. "The curse of dimensionality of decision-making units: A simple approach to increase the discriminatory power of data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 279(3), pages 929-940.
- Ebrahimi, Bohlool & Dhamotharan, Lalitha & Ghasemi, Mohammad Reza & Charles, Vincent, 2022. "A cross-inefficiency approach based on the deviation variables framework," Omega, Elsevier, vol. 111(C).
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Keywords
Data envelopment analysis; Satisficing DEA; Mathematical programming; Banking; Peer mining; Bayesian predictive analytics;All these keywords.
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