{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T22:54:47Z","timestamp":1782860087608,"version":"3.54.5"},"publisher-location":"Boston, MA","reference-count":23,"publisher":"Springer US","isbn-type":[{"value":"9780387716060","type":"print"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-0-387-71607-7_17","type":"book-chapter","created":{"date-parts":[[2007,6,7]],"date-time":"2007-06-07T02:48:05Z","timestamp":1181184485000},"page":"305-320","source":"Crossref","is-referenced-by-count":89,"title":["Preparing Your Data for DEA"],"prefix":"10.1007","author":[{"given":"Joe","family":"Sarkis","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"17_CR1","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1016\/S0377-2217(00)00150-8","volume":"132","author":"N Adler","year":"2001","unstructured":"Adler N and Golany B (2001), Evaluation of Deregulated Airline Networks using Data Envelopment Analysis Combined with Principal Component Analysis with an Application to Western Europe. European Journal of Operational Research\n                     132: 18\u201331.","journal-title":"European Journal of Operational Research"},{"key":"17_CR2","doi-asserted-by":"publisher","first-page":"985","DOI":"10.1057\/palgrave.jors.2601400","volume":"53","author":"N. Adler","year":"2002","unstructured":"Adler, N., and Golany, B., (2002), Including Principal Component Weights to Improve Discrimination in Data Envelopment Analysis, Journal of the Operational Research Society\n                     53, 985\u2013991.","journal-title":"Journal of the Operational Research Society"},{"key":"17_CR3","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1016\/0167-6377(90)90061-9","volume":"9","author":"A.I. Ali","year":"1990","unstructured":"Ali, A.I. and Seiford, L.M. (1990) Translation Invariance in Data Envelopment Analysis. Operations Research Letters\n                     9, 403\u2013405.","journal-title":"Operations Research Letters"},{"key":"17_CR4","doi-asserted-by":"crossref","first-page":"1261","DOI":"10.1287\/mnsc.39.10.1261","volume":"39","author":"P. Andersen","year":"1993","unstructured":"Andersen, P., and Petersen, N.C. (1993) A Procedure for Ranking Efficient Units in Data Envelopment Analysis. Management Science\n                     39, 1261\u20131264.","journal-title":"Management Science"},{"key":"17_CR5","unstructured":"Barr, R., Durchholz, M. and Seiford, L. (1994) Peeling the DEA Onion: Layering and Rank-Ordering DMUS using tiered DEA. Southern Methodist University Technical Report, 1994\/2000."},{"key":"17_CR6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/0377-2217(91)90331-O","volume":"52","author":"A. Boussofiane","year":"1991","unstructured":"Boussofiane, A., Dyson, R.G., and Thanassoulis, E. (1991) Applied Data Envelopment Analysis. European Journal of Operational Research\n                     52, 1\u201315.","journal-title":"European Journal of Operational Research"},{"key":"17_CR7","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1080\/08823871.1998.10462318","volume":"7","author":"W.F. Bowlin","year":"1998","unstructured":"Bowlin, W.F. (1998) Measuring Performance: An Introduction to Data Envelopment Analysis (DEA). Journal of Cost Analysis\n                     7, 3\u201327.","journal-title":"Journal of Cost Analysis"},{"key":"17_CR8","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1007\/BF00159732","volume":"2","author":"A. Charnes","year":"1991","unstructured":"Charnes, A., Cooper, W.W., and Thrall, R.M. (1991) A Structure for Characterizing and Classifying Efficiency and Inefficiency in Data Envelopment Analysis. Journal of Productivity Analysis\n                     2, 197\u2013237.","journal-title":"Journal of Productivity Analysis"},{"issue":"5","key":"17_CR9","doi-asserted-by":"publisher","first-page":"521","DOI":"10.1057\/palgrave.jors.2601705","volume":"55","author":"C.S. Cinca","year":"2004","unstructured":"Cinca, C.S., and Molinero C.M., (2004), \u201cSelecting DEA specifications and ranking units via PCA,\u201d Journal of the Operational Research Society, 55, 5,521\u2013528","journal-title":"Journal of the Operational Research Society"},{"key":"17_CR10","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1038\/sj\/jors\/0450509","volume":"45","author":"J. Doyle","year":"1994","unstructured":"Doyle, J., and Green, R. (1994) Efficiency and Cross-efficiency in DEA: Derivations, Meanings and Uses. Journal of the Operational Research Society\n                     45, 567\u2013578.","journal-title":"Journal of the Operational Research Society"},{"key":"17_CR11","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/S0377-2217(00)00149-1","volume":"132","author":"R.G. Dyson","year":"2001","unstructured":"Dyson, R.G., Allen, R., Camanho, A.S., Podinovski, V.V., Sarrico, C.S., and Shale, E.A., (2001) Pitfalls and Protocols in DEA, European Journal of Operational Research, 132, 245\u2013259.","journal-title":"European Journal of Operational Research"},{"key":"17_CR12","doi-asserted-by":"publisher","first-page":"237","DOI":"10.1016\/0305-0483(89)90029-7","volume":"17","author":"B. Golany","year":"1989","unstructured":"Golany, B. and Roll, Y. (1989) An Application Procedure for DEA. Omega\n                     17, 237\u2013250.","journal-title":"Omega"},{"issue":"3","key":"17_CR13","doi-asserted-by":"publisher","first-page":"530","DOI":"10.1016\/S0377-2217(02)00139-X","volume":"44","author":"D.A. Haas","year":"2003","unstructured":"Haas D.A., and Murphy F.H., (2003), \u201cCompensating for non-homogeneity in decision-making units in data envelopment analysis,\u201d European Journal of Operational Research, 44, 3, 530\u2013544.","journal-title":"European Journal of Operational Research"},{"issue":"1","key":"17_CR14","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/S0377-2217(02)00243-6","volume":"147","author":"L. Jenkins","year":"2003","unstructured":"Jenkins L. and Anderson M. (2003), \u201cA multivariate statistical approach to reducing the number of variables in data envelopment analysis,\u201d European Journal of Operational Research, 147, 1, 51\u201361.","journal-title":"European Journal of Operational Research"},{"key":"17_CR15","doi-asserted-by":"publisher","first-page":"897","DOI":"10.1057\/palgrave.jors.2600056","volume":"51","author":"C. Kao","year":"2000","unstructured":"Kao, C. and Liu, S.T. (2000) Data Envelopment Analysis with Missing Data: An Application to University Libraries in Taiwan. Journal of the Operational Research Society\n                     51, 897\u2013905.","journal-title":"Journal of the Operational Research Society"},{"key":"17_CR16","unstructured":"Lewis, H.F., and Sexton, T.R. (2000) Data Envelopment Analysis with Reverse Inputs. Working Paper, State University of New York at Stony Brook."},{"key":"17_CR17","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1007\/BF02187295","volume":"66","author":"J.T. Pastor","year":"1996","unstructured":"Pastor, J.T. (1996) Translation Invariance in DEA: A Generalization. Annals of Operations Research\n                     66, 93\u2013102.","journal-title":"Annals of Operations Research"},{"key":"17_CR18","doi-asserted-by":"publisher","first-page":"943","DOI":"10.1038\/sj\/jors\/0460803","volume":"46","author":"J.J. Rousseau","year":"1995","unstructured":"Rousseau, J.J., and Semple, J.H. (1995) Radii of Classification Preservation in Data Envelopment Analysis: A Case Study of \u2019Program Follow-Through. Journal of the Operational Research Society, 46, 943\u2013957.","journal-title":"Journal of the Operational Research Society"},{"key":"17_CR19","doi-asserted-by":"publisher","first-page":"400","DOI":"10.1016\/S0377-2217(00)00160-0","volume":"132","author":"H. Scheel","year":"2001","unstructured":"Scheel, H. (2001), Undesirable outputs in efficiency valuations, European Journal Of Operational Research\n                     132, 400\u2013410.","journal-title":"European Journal Of Operational Research"},{"key":"17_CR20","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1287\/inte.24.1.87","volume":"24","author":"T.R. Sexton","year":"1994","unstructured":"Sexton, T.R., Sleeper, S., Taggart Jr., R.E., 1994. Improving pupil transportation in North Carolina. Interfaces\n                     24 87\u2013103.","journal-title":"Interfaces"},{"key":"17_CR21","doi-asserted-by":"crossref","first-page":"466","DOI":"10.15807\/jorsj.40.466","volume":"40","author":"T Ueda","year":"1997","unstructured":"Ueda T and Hoshiai Y (1997). Application of principal component analysis for parsimonious summarization of DEA inputs and\/or outputs. Journal of the Operational Research Society of Japan\n                     40: 466\u2013478.","journal-title":"Journal of the Operational Research Society of Japan"},{"key":"17_CR22","doi-asserted-by":"publisher","first-page":"447","DOI":"10.2307\/2109970","volume":"76","author":"S. Yaisawarng","year":"1994","unstructured":"Yaisawarng, S., and. Klein, J.D. (1994) The Effects of Sulfur-Dioxide Controls on Productivity Change in the United-States Electric-Power Industry. Review of Economics and Statistics\n                     76, 447\u2013460.","journal-title":"Review of Economics and Statistics"},{"key":"17_CR23","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1016\/S0377-2217(97)00321-4","volume":"111","author":"J. Zhu","year":"1998","unstructured":"Zhu, J., (1998) Data Envelopment Analysis vs. Principal Components Analysis: An Illustrative Study of Economic Performance of Chinese Cities. European Journal of Operational Research,\n                     111, 50\u201361.","journal-title":"European Journal of Operational Research,"}],"container-title":["Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-0-387-71607-7_17.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,29]],"date-time":"2021-04-29T00:27:21Z","timestamp":1619656041000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-0-387-71607-7_17"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9780387716060"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-0-387-71607-7_17","relation":{},"subject":[]}}