{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T09:33:29Z","timestamp":1775122409651,"version":"3.50.1"},"reference-count":100,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2019,6,7]],"date-time":"2019-06-07T00:00:00Z","timestamp":1559865600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,6,7]],"date-time":"2019-06-07T00:00:00Z","timestamp":1559865600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100007251","name":"National Research University Higher School of Economics","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100007251","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Scientometrics"],"published-print":{"date-parts":[[2019,8]]},"DOI":"10.1007\/s11192-019-03130-y","type":"journal-article","created":{"date-parts":[[2019,6,7]],"date-time":"2019-06-07T18:10:55Z","timestamp":1559931055000},"page":"375-404","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":70,"title":["An assessment of regional innovation system efficiency in Russia: the application of the DEA approach"],"prefix":"10.1007","volume":"120","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8286-4480","authenticated-orcid":false,"given":"Stepan","family":"Zemtsov","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1283-0362","authenticated-orcid":false,"given":"Maxim","family":"Kotsemir","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,6,7]]},"reference":[{"issue":"3","key":"3130_CR1","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1386\/tmsd.9.3.195_1","volume":"9","author":"F Abbasi","year":"2011","unstructured":"Abbasi, F., Hajihoseini, H., & Haukka, S. (2011). Use of virtual index for measuring efficiency of innovation systems: A cross-country study. International Journal of Technology Management & Sustainable Development, 9(3), 195\u2013212.","journal-title":"International Journal of Technology Management & Sustainable Development"},{"issue":"1","key":"3130_CR2","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1016\/0304-4076(77)90052-5","volume":"6","author":"D Aigner","year":"1977","unstructured":"Aigner, D., Lovell, C. K., & Schmidt, P. (1977). Formulation and estimation of stochastic frontier production function models. Journal of Econometrics, 6(1), 21\u201337.","journal-title":"Journal of Econometrics"},{"issue":"5","key":"3130_CR4","doi-asserted-by":"crossref","first-page":"2111","DOI":"10.1007\/s11135-017-0624-2","volume":"52","author":"L Aldieri","year":"2018","unstructured":"Aldieri, L., Kotsemir, M. N., & Vinci, C. P. (2018). Knowledge spillover effects: Empirical evidence from Russian regions. Quality & Quantity, 52(5), 2111\u20132132.","journal-title":"Quality & Quantity"},{"issue":"3","key":"3130_CR5","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1007\/s10644-011-9101-4","volume":"44","author":"B Algieri","year":"2011","unstructured":"Algieri, B. (2011). The Dutch disease: Evidences from Russia. Economic Change and Restructuring, 44(3), 243\u2013277.","journal-title":"Economic Change and Restructuring"},{"key":"3130_CR101","unstructured":"Asheim, B. T., & Gertler, M. S. (2005). The geography of innovation: Regional innovation systems. In The Oxford handbook of innovation."},{"issue":"2","key":"3130_CR6","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1093\/oxrep\/14.2.18","volume":"14","author":"B Audretsch","year":"1998","unstructured":"Audretsch, B. (1998). Agglomeration and the location of innovative activity. Oxford Review of Economic Policy, 14(2), 18\u201329.","journal-title":"Oxford Review of Economic Policy"},{"issue":"8","key":"3130_CR7","doi-asserted-by":"crossref","first-page":"949","DOI":"10.1080\/0034340042000280956","volume":"38","author":"D Audretsch","year":"2004","unstructured":"Audretsch, D., & Keilbach, M. (2004). Entrepreneurship capital and economic performance. Regional Studies, 38(8), 949\u2013959.","journal-title":"Regional Studies"},{"key":"3130_CR8","first-page":"25","volume":"5","author":"V Baburin","year":"2013","unstructured":"Baburin, V., & Zemtsov, S. (2013). Geografiya innovatsionnykh protsessov v Rossii (Geography of innovation processes in Russia). Vestnik Moskovskogo universiteta. Seriya \u2018Geografiya\u2019 (MSU Bulletin \u2018Geography, Environment, Sustainability\u2019), 5, 25\u201332. (In Russian).","journal-title":"Vestnik Moskovskogo universiteta. Seriya \u2018Geografiya\u2019 (MSU Bulletin \u2018Geography, Environment, Sustainability\u2019)"},{"key":"3130_CR9","doi-asserted-by":"crossref","unstructured":"Baburin, V., & Zemtsov, S. (2014). Efficiency assessment of Russian regional innovation systems). In Modernisation and innovation development of economic systems. (pp. 18\u201337).","DOI":"10.2139\/ssrn.2594173"},{"key":"3130_CR10","unstructured":"Bonaccorsi, A., & Daraio, C. (2004). Econometric approaches to the analysis of productivity of R&D systems. In Handbook of quantitative science and technology research (pp. 51\u201374). Dordrecht: Springer."},{"issue":"1","key":"3130_CR11","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1080\/0034340052000320887","volume":"39","author":"R Boschma","year":"2005","unstructured":"Boschma, R. (2005). Proximity and innovation: A critical assessment. Regional Studies, 39(1), 61\u201374.","journal-title":"Regional Studies"},{"issue":"1","key":"3130_CR12","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1080\/13662716.2010.528927","volume":"18","author":"T Brenner","year":"2011","unstructured":"Brenner, T., & Broekel, T. (2011). Methodological issues in measuring innovation performance of spatial units. Industry and Innovation, 18(1), 7\u201337.","journal-title":"Industry and Innovation"},{"issue":"2","key":"3130_CR13","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1080\/13662716.2012.650884","volume":"19","author":"T Broekel","year":"2012","unstructured":"Broekel, T. (2012). Collaboration intensity and regional innovation efficiency in Germany\u2014A conditional efficiency approach. Industry and Innovation, 19(2), 155\u2013179.","journal-title":"Industry and Innovation"},{"key":"3130_CR14","unstructured":"Broekel, T., Rogge, N., & Brenner, T. (2013) The innovation efficiency of German regions\u2014A shared-input DEA approach. Working Papers on Innovation and Space, paper No. 8."},{"issue":"2","key":"3130_CR102","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1007\/s00168-014-0616-2","volume":"53","author":"T Broekel","year":"2014","unstructured":"Broekel, T., Balland, P. A., Burger, M., & van Oort, F. (2014). Modeling knowledge networks in economic geography: A discussion of four methods. The Annals of Regional Science, 53(2), 423\u2013452.","journal-title":"The Annals of Regional Science"},{"key":"3130_CR15","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0304-4076(01)00080-X","volume":"106","author":"C Cazals","year":"2002","unstructured":"Cazals, C., Florens, J.-P., & Simar, L. (2002). Nonparametric frontier estimation: A robust approach. Journal of Econometrics, 106, 1\u201325.","journal-title":"Journal of Econometrics"},{"issue":"6","key":"3130_CR16","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1016\/0377-2217(78)90138-8","volume":"2","author":"A Charnes","year":"1978","unstructured":"Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429\u2013444.","journal-title":"European Journal of Operational Research"},{"issue":"3","key":"3130_CR17","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1080\/00343404.2010.497479","volume":"46","author":"K Chen","year":"2012","unstructured":"Chen, K., & Guan, J. (2012). Measuring the efficiency of China\u2019s regional innovation systems: Application of network data envelopment analysis (DEA). Regional Studies, 46(3), 355\u2013377.","journal-title":"Regional Studies"},{"issue":"1","key":"3130_CR18","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ejor.2008.01.032","volume":"192","author":"WD Cook","year":"2009","unstructured":"Cook, W. D., & Seiford, L. M. (2009). Data envelopment analysis (DEA)\u2014Thirty years on. European Journal of Operational Research, 192(1), 1\u201317.","journal-title":"European Journal of Operational Research"},{"issue":"4\u20135","key":"3130_CR19","doi-asserted-by":"crossref","first-page":"475","DOI":"10.1016\/S0048-7333(97)00025-5","volume":"26","author":"P Cooke","year":"1997","unstructured":"Cooke, P., Uranga, M. G., & Etxebarria, G. (1997). Regional innovation systems: Institutional and organisational dimensions. Research Policy, 26(4\u20135), 475\u2013491.","journal-title":"Research Policy"},{"key":"3130_CR20","doi-asserted-by":"crossref","DOI":"10.1007\/0-387-29122-9","volume-title":"Introduction to data envelopment analysis and its uses: With DEA-solver software and references","author":"WW Cooper","year":"2006","unstructured":"Cooper, W. W., Seiford, L. M., & Tone, K. (2006). Introduction to data envelopment analysis and its uses: With DEA-solver software and references. Dordrecht: Springer."},{"issue":"1","key":"3130_CR21","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1080\/00130095.2016.1208532","volume":"93","author":"R Crescenzi","year":"2017","unstructured":"Crescenzi, R., & Jaax, A. (2017). Innovation in Russia: The territorial dimension. Economic Geography, 93(1), 66\u201388.","journal-title":"Economic Geography"},{"key":"3130_CR22","doi-asserted-by":"crossref","unstructured":"Cullmann, A., Schmidt-Ehmcke, J., & Zloczysti, P. (2009). Innovation, R&D efficiency and the impact of the regulatory environment: A two-stage semi-parametric DEA approach. Discussion paper No 883, German Institute for Economic Research, Berlin, May 2009.","DOI":"10.2139\/ssrn.1460709"},{"key":"3130_CR23","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.chieco.2015.03.012","volume":"35","author":"J Dang","year":"2015","unstructured":"Dang, J., & Motohashi, K. (2015). Patent statistics: A good indicator for innovation in China? Patent subsidy program impacts on patent quality. China Economic Review, 35, 137\u2013155.","journal-title":"China Economic Review"},{"issue":"3","key":"3130_CR24","doi-asserted-by":"crossref","first-page":"273","DOI":"10.2307\/1906814","volume":"19","author":"G Debreu","year":"1951","unstructured":"Debreu, G. (1951). The coefficient of resource utilization. Economerica, 19(3), 273\u2013292.","journal-title":"Economerica"},{"issue":"4","key":"3130_CR25","doi-asserted-by":"crossref","first-page":"814","DOI":"10.1016\/j.jce.2005.08.004","volume":"33","author":"RM Desai","year":"2005","unstructured":"Desai, R. M., Freinkman, L., & Goldberg, I. (2005). Fiscal federalism in rentier regions: Evidence from Russia. Journal of Comparative Economics, 33(4), 814\u2013834.","journal-title":"Journal of Comparative Economics"},{"key":"3130_CR26","unstructured":"Didenko, A., Abdikeev, N., & Loseva, O. (2011). Measuring efficiency of regional innovation system with DEA and PCA. In Proceedings of IEEE 11th International Conference on Application of Information and Communication Technologies (pp. 260\u2013263)."},{"issue":"3","key":"3130_CR27","first-page":"75","volume":"2","author":"A Didenko","year":"2014","unstructured":"Didenko, A., & Egorova, T. (2014). Innovations as factor of absorptive capacity of FDI spillovers across regions of Russian Federation. Review of Business and Economics Studies, 2(3), 75\u201385.","journal-title":"Review of Business and Economics Studies"},{"key":"3130_CR28","first-page":"31","volume":"5","author":"M Dmitriev","year":"2018","unstructured":"Dmitriev, M., Romashina, A., & Chistyakov, P. (2018). The role of spatial policy in acceleration of economic growth. Social Sciences and Contemporary World, 5, 31\u201347. (In Russian).","journal-title":"Social Sciences and Contemporary World"},{"key":"3130_CR29","unstructured":"Dupuit, J. (1848). Etudes theoriques et pratiques sur le mouvement des eaux courantes. Carilian-Goeury."},{"key":"3130_CR30","volume-title":"Water resource development - the economics of project evaluation","author":"O Eckstein","year":"1958","unstructured":"Eckstein, O. (1958). Water resource development - the economics of project evaluation.\u00a0Cambridge, MA: Harvard University Press."},{"key":"3130_CR100","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1016\/j.seps.2017.01.008","volume":"61","author":"A Emrouznejad","year":"2018","unstructured":"Emrouznejad, A., & Yang, G. L. (2018). A survey and analysis of the first 40 years of scholarly literature in DEA: 1978\u20132016. Socio-Economic Planning Sciences, 61, 4\u20138.","journal-title":"Socio-Economic Planning Sciences"},{"key":"3130_CR31","volume-title":"Production frontiers","author":"R Fare","year":"1994","unstructured":"Fare, R., Grosskopf, S., & Lovell, C. A. K. (1994). Production frontiers. Cambridge: Cambridge University Press."},{"issue":"3","key":"3130_CR32","doi-asserted-by":"crossref","first-page":"253","DOI":"10.2307\/2343100","volume":"120","author":"MJ Farrell","year":"1957","unstructured":"Farrell, M. J. (1957). The measurement of productive efficiency. Journal of the Royal Statistical Society Series A (General), 120(3), 253\u2013290.","journal-title":"Journal of the Royal Statistical Society Series A (General)"},{"key":"3130_CR33","doi-asserted-by":"crossref","DOI":"10.1007\/978-94-017-3333-5","volume-title":"The geography of innovation","author":"MP Feldman","year":"1994","unstructured":"Feldman, M. P. (1994). The geography of innovation (Vol. 2). Dordrecht: Springer."},{"key":"3130_CR34","first-page":"373","volume":"1","author":"MP Feldman","year":"2000","unstructured":"Feldman, M. P. (2000). Location and innovation: The new economic geography of innovation, spillovers, and agglomeration. The Oxford Handbook of Economic Geography, 1, 373\u2013395.","journal-title":"The Oxford Handbook of Economic Geography"},{"key":"3130_CR35","unstructured":"Florens, J. P., & Simar, L. (2002). Parametric approximations of nonparametric frontier. Discussion Paper No. 0222, Institut de Statistique, UCL, Belgium."},{"key":"3130_CR36","unstructured":"Foddi, M., & Usai, S. (2013). Technological catching up among European regions. Lessons from Data Envelopment Analysis. SEARCH WORKING PAPER, paper No. WP4\/02."},{"key":"3130_CR37","doi-asserted-by":"crossref","unstructured":"Fritsch, M. (2003a). How and why does the efficiency of regional innovation systems differ? In Innovation clusters and interregional competition (pp. 79\u201396). Berlin, Heidelberg: Springer.","DOI":"10.1007\/978-3-540-24760-9_5"},{"issue":"1","key":"3130_CR38","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1080\/1366271032000068087","volume":"10","author":"M Fritsch","year":"2003","unstructured":"Fritsch, M. (2003b). Does R&D-cooperation behavior differ between regions? Industry and Innovation, 10(1), 25\u201339.","journal-title":"Industry and Innovation"},{"issue":"6","key":"3130_CR39","doi-asserted-by":"crossref","first-page":"829","DOI":"10.1093\/cje\/beh039","volume":"28","author":"M Fritsch","year":"2004","unstructured":"Fritsch, M. (2004). Cooperation and the efficiency of regional R&D activities. Cambridge Journal of Economics, 28(6), 829\u2013846.","journal-title":"Cambridge Journal of Economics"},{"key":"3130_CR40","unstructured":"Fritsch, M., & Slavtchev, V. (2006). Measuring the efficiency of regional innovation systems: An empirical assessment. Freiberg working papers, paper No. 2006, 08."},{"issue":"2","key":"3130_CR41","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1080\/13662710701253466","volume":"14","author":"M Fritsch","year":"2007","unstructured":"Fritsch, M., & Slavtchev, V. (2007). Universities and innovation in space. Industry and innovation, 14(2), 201\u2013218.","journal-title":"Industry and innovation"},{"issue":"7","key":"3130_CR42","doi-asserted-by":"crossref","first-page":"905","DOI":"10.1080\/00343400802251494","volume":"45","author":"M Fritsch","year":"2011","unstructured":"Fritsch, M., & Slavtchev, V. (2011). Determinants of the efficiency of regional innovation systems. Regional Studies, 45(7), 905\u2013918.","journal-title":"Regional Studies"},{"issue":"8","key":"3130_CR43","doi-asserted-by":"crossref","first-page":"1163","DOI":"10.1016\/j.respol.2007.07.006","volume":"36","author":"A Gambardella","year":"2007","unstructured":"Gambardella, A., Giuri, P., & Luzzi, A. (2007). The market for patents in Europe. Research Policy, 36(8), 1163\u20131183.","journal-title":"Research Policy"},{"issue":"4","key":"3130_CR44","doi-asserted-by":"crossref","first-page":"688","DOI":"10.1080\/096922900750034581","volume":"7","author":"MS Gertler","year":"2000","unstructured":"Gertler, M. S., Wolfe, D. A., & Garkut, D. (2000). No place like home? The embeddedness of innovation in a regional economy. Review of International Political Economy, 7(4), 688\u2013718.","journal-title":"Review of International Political Economy"},{"key":"3130_CR45","volume-title":"R&D, patents and productivity","year":"2007","unstructured":"Griliches, Z. (Ed.). (2007). R&D, patents and productivity. Chicago: University of Chicago Press."},{"issue":"1","key":"3130_CR46","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1007\/s11192-009-0030-1","volume":"82","author":"J Guan","year":"2010","unstructured":"Guan, J., & Chen, K. (2010). Modeling macro-R&D production frontier performance: An application to Chinese province-level R&D. Scientometrics, 82(1), 165\u2013173.","journal-title":"Scientometrics"},{"issue":"2","key":"3130_CR47","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1007\/s11192-014-1288-5","volume":"100","author":"J Guan","year":"2014","unstructured":"Guan, J., & Zuo, K. (2014). A cross-country comparison of innovation efficiency. Scientometrics, 100(2), 541\u2013575.","journal-title":"Scientometrics"},{"key":"3130_CR48","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1198\/016214502760047050","volume":"97","author":"P Hall","year":"2002","unstructured":"Hall, P., & Simar, L. (2002). Estimating a changepoint, boundary or frontier in the presence of observation error. Journal of the American Statistical Association, 97, 523\u2013534.","journal-title":"Journal of the American Statistical Association"},{"issue":"7","key":"3130_CR49","doi-asserted-by":"crossref","first-page":"1170","DOI":"10.1080\/00343404.2014.984670","volume":"50","author":"U Han","year":"2016","unstructured":"Han, U., Asmild, M., & Kunc, M. (2016). Regional R&D efficiency in Korea from static and dynamic perspectives. Regional Studies, 50(7), 1170\u20131184.","journal-title":"Regional Studies"},{"issue":"196","key":"3130_CR50","doi-asserted-by":"crossref","first-page":"696","DOI":"10.2307\/2225023","volume":"49","author":"JR Hicks","year":"1939","unstructured":"Hicks, J. R. (1939). The foundations of welfare economics. The Economic Journal, 49(196), 696\u2013712.","journal-title":"The Economic Journal"},{"issue":"1","key":"3130_CR51","doi-asserted-by":"crossref","first-page":"145","DOI":"10.2457\/srs.43.145","volume":"43","author":"O Hudec","year":"2013","unstructured":"Hudec, O., & Proch\u00e1dzkov\u00e1, M. (2013). The relative efficiency of knowledge innovation processes in EU countries. Studies in Regional Science, 43(1), 145\u2013162.","journal-title":"Studies in Regional Science"},{"issue":"3","key":"3130_CR52","doi-asserted-by":"crossref","first-page":"703","DOI":"10.1007\/s11192-008-2210-9","volume":"81","author":"WC Hung","year":"2009","unstructured":"Hung, W. C., Lee, L. C., & Tsai, M. H. (2009). An international comparison of relative contributions to academic productivity. Scientometrics, 81(3), 703\u2013718.","journal-title":"Scientometrics"},{"issue":"2","key":"3130_CR53","doi-asserted-by":"crossref","first-page":"627","DOI":"10.1007\/s00168-014-0604-6","volume":"52","author":"C Kaihua","year":"2014","unstructured":"Kaihua, C., & Mingting, K. (2014). Staged efficiency and its determinants of regional innovation systems: A two-step analytical procedure. The Annals of Regional Science, 52(2), 627\u2013657.","journal-title":"The Annals of Regional Science"},{"issue":"145","key":"3130_CR54","doi-asserted-by":"crossref","first-page":"549","DOI":"10.2307\/2224835","volume":"49","author":"N Kaldor","year":"1939","unstructured":"Kaldor, N. (1939). Welfare propositions of economics and interpersonal comparisons of utility. The Economic Journal, 49(145), 549\u2013552.","journal-title":"The Economic Journal"},{"key":"3130_CR55","unstructured":"Koopmans T. C. (1951). An analysis of production as efficient combination of activities. In T. C. Koopmans (Eds.), Activity analysis of production and allocation. Cowles Commission for Research in Economics, Monograph no. 13, New York."},{"key":"3130_CR56","doi-asserted-by":"crossref","unstructured":"Kotsemir, M. N. (2013). Measuring national innovation systems efficiency\u2014A review of DEA approach. Higher School of Economics Research Papers, paper No. WP BRP 16\/STI\/2013.","DOI":"10.2139\/ssrn.2304735"},{"key":"3130_CR57","doi-asserted-by":"crossref","first-page":"494","DOI":"10.1016\/j.eswa.2015.10.032","volume":"46","author":"M Kou","year":"2016","unstructured":"Kou, M., Chen, K., Wang, S., & Shao, Y. (2016). Measuring efficiencies of multi-period and multi-division systems associated with DEA: An application to OECD countries\u2019 national innovation systems. Expert Systems with Applications, 46, 494\u2013510.","journal-title":"Expert Systems with Applications"},{"key":"3130_CR58","doi-asserted-by":"crossref","first-page":"308","DOI":"10.1111\/j.1368-423X.2008.00239.x","volume":"11","author":"T Kuosmanen","year":"2008","unstructured":"Kuosmanen, T. (2008). Representation theorem for convex nonparametric least squares. Econometrics Journal, 11, 308\u2013325.","journal-title":"Econometrics Journal"},{"issue":"2","key":"3130_CR59","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1080\/19761597.2005.9668614","volume":"13","author":"HY Lee","year":"2005","unstructured":"Lee, H. Y., & Park, Y. T. (2005). An international comparison of R&D efficiency: DEA approach. Asian Journal of Technology Innovation, 13(2), 207\u2013222.","journal-title":"Asian Journal of Technology Innovation"},{"key":"3130_CR61","doi-asserted-by":"crossref","first-page":"194","DOI":"10.2174\/1874444301406010194","volume":"6","author":"R Li","year":"2014","unstructured":"Li, R., Li, Y., & Cui, Z. (2014). Application of data envelopment analysis to efficiency evaluation on R&D input and output. Open Automation and Control Systems Journal, 6, 194\u2013199.","journal-title":"Open Automation and Control Systems Journal"},{"issue":"1","key":"3130_CR62","first-page":"49","volume":"5","author":"MC Liu","year":"2014","unstructured":"Liu, M. C., Wang, J. C., & Wu, M. T. (2014). Typology and knowledge productivity of regional innovation system: Evidence from China. Journal of Business and Economics, 5(1), 49\u201360.","journal-title":"Journal of Business and Economics"},{"key":"3130_CR63","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1016\/j.knosys.2014.08.001","volume":"71","author":"WM Lu","year":"2014","unstructured":"Lu, W. M., Kweh, Q. L., & Huang, C. L. (2014). Intellectual capital and national innovation systems performance. Knowledge-Based Systems, 71, 201\u2013210.","journal-title":"Knowledge-Based Systems"},{"key":"3130_CR64","first-page":"1920","volume-title":"Principles of economics","author":"A Marshall","year":"1890","unstructured":"Marshall, A. (1890). Principles of economics (8th ed., p. 1920). London: Macmillan.","edition":"8"},{"issue":"1","key":"3130_CR65","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1007\/s11192-006-0140-y","volume":"69","author":"W Meng","year":"2006","unstructured":"Meng, W., Hu, Z., & Liu, W. (2006). Efficiency evaluation of basic research in China. Scientometrics, 69(1), 85\u2013101.","journal-title":"Scientometrics"},{"issue":"1","key":"3130_CR66","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1111\/j.1467-6419.2004.00215.x","volume":"18","author":"LR Murillo-Zamorano","year":"2004","unstructured":"Murillo-Zamorano, L. R. (2004). Economic efficiency and frontier techniques. Journal of Economic surveys, 18(1), 33\u201377.","journal-title":"Journal of Economic surveys"},{"issue":"3","key":"3130_CR67","doi-asserted-by":"crossref","first-page":"215","DOI":"10.1016\/S0038-0121(02)00046-0","volume":"37","author":"W Nasierowski","year":"2003","unstructured":"Nasierowski, W., & Arcelus, F. J. (2003). On the efficiency of national innovation systems. Socio-Economic Planning Sciences, 37(3), 215\u2013234.","journal-title":"Socio-Economic Planning Sciences"},{"key":"3130_CR104","volume-title":"An evolutionary theory of economic change","author":"RR Nelson","year":"1982","unstructured":"Nelson, R. R., & Winter, S. G. (1982). An evolutionary theory of economic change. Cambridge: Belknap Press\/Harvard University Press."},{"key":"3130_CR68","unstructured":"OECD Science, Technology and Innovation Outlook 2018: Adapting to Technological and Societal Disruption (2018)."},{"issue":"03","key":"3130_CR69","doi-asserted-by":"crossref","first-page":"369","DOI":"10.1142\/S0217595910002752","volume":"27","author":"TW Pan","year":"2010","unstructured":"Pan, T. W., Hung, S. W., & Lu, W. M. (2010). DEA performance measurement of the national innovation system in Asia and Europe. Asia-Pacific Journal of Operational Research, 27(03), 369\u2013392.","journal-title":"Asia-Pacific Journal of Operational Research"},{"key":"3130_CR70","unstructured":"Pareto, V. (1896). Cours d\u2019\u00e9conomie Politique, reprinted as a volume of Oeuvres Com-pletes. Droz, Geneva (1965)."},{"key":"3130_CR72","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-40279-1","volume-title":"Knowledge as a driver of regional growth in the Russian Federation","author":"JK Perret","year":"2014","unstructured":"Perret, J. K. (2014). Knowledge as a driver of regional growth in the Russian Federation. Berlin: Springer."},{"key":"3130_CR73","volume-title":"The tacit dimension","author":"M Polanyi","year":"1967","unstructured":"Polanyi, M. (1967). The tacit dimension. Garden City, NY: Anchor."},{"key":"3130_CR105","unstructured":"Porter, M. E. (1998). Clusters and the new economics of competition (Vol. 76, No. 6, pp. 77\u201390). Boston: Harvard Business Review."},{"key":"3130_CR74","unstructured":"Roman, M. (2010). Regional efficiency of knowledge economy in the new EU countries: The Romanian and Bulgarian case. Munich Personal RePEc Archive, paper No. MRPA 23083."},{"issue":"5","key":"3130_CR75","doi-asserted-by":"crossref","first-page":"1002","DOI":"10.1086\/261420","volume":"94","author":"PM Romer","year":"1986","unstructured":"Romer, P. M. (1986). Increasing returns and long-run growth. Journal of Political Economy, 94(5), 1002\u20131037.","journal-title":"Journal of Political Economy"},{"issue":"1","key":"3130_CR76","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1007\/BF02459261","volume":"40","author":"S Rousseau","year":"1997","unstructured":"Rousseau, S., & Rousseau, R. (1997). Data envelopment analysis as a tool for constructing scientometric indicators. Scientometrics, 40(1), 45\u201356.","journal-title":"Scientometrics"},{"issue":"1","key":"3130_CR77","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1007\/BF02465013","volume":"42","author":"S Rousseau","year":"1998","unstructured":"Rousseau, S., & Rousseau, R. (1998). The scientific wealth of European nations: Taking effectiveness into account. Scientometrics, 42(1), 75\u201387.","journal-title":"Scientometrics"},{"issue":"1","key":"3130_CR78","first-page":"16","volume":"7","author":"I Rudskaia","year":"2018","unstructured":"Rudskaia, I., & Rodionov, D. (2018). Construction of efficiency indicators for innovative activity in Russia\u2019s regions. Review of Integrative Business and Economics Research, 7(1), 16\u201343.","journal-title":"Review of Integrative Business and Economics Research"},{"issue":"2\u20133","key":"3130_CR79","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1007\/BF00157037","volume":"7","author":"LM Seiford","year":"1996","unstructured":"Seiford, L. M. (1996). Data envelopment analysis: The evolution of the state of the art (1978\u20131995). Journal of Productivity Analysis, 7(2\u20133), 99\u2013137.","journal-title":"Journal of Productivity Analysis"},{"issue":"3","key":"3130_CR80","doi-asserted-by":"crossref","first-page":"483","DOI":"10.1007\/s11192-007-1896-4","volume":"76","author":"S Sharma","year":"2008","unstructured":"Sharma, S., & Thomas, V. (2008). Inter-country R&D efficiency analysis: An application of data envelopment analysis. Scientometrics, 76(3), 483\u2013501.","journal-title":"Scientometrics"},{"key":"3130_CR81","unstructured":"Simar, L. (2003). How to improve the performance of DEA\/FDH estimators in the presence of noise? Discussion Paper, Institut de Statistique, UCL, Belgium."},{"key":"3130_CR82","unstructured":"Stan\u00ed\u010dkov\u00e1, M., & Skokan, K. (2011). Evaluation of the EU member states competitive potential by data envelopment analysis. In\u00a0Proceedings of the 2nd international conference on mathematical models for engineering science (pp. 190\u2013195). World Scientific and Engineering Academy and Society (WSEAS)."},{"issue":"1","key":"3130_CR83","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s40604-015-0028-z","volume":"2","author":"K Tarnawska","year":"2015","unstructured":"Tarnawska, K., & Mavroeidis, V. (2015). Efficiency of the knowledge triangle policy in the EU member states: DEA approach. Triple Helix, 2(1), 1\u201322.","journal-title":"Triple Helix"},{"issue":"8","key":"3130_CR84","doi-asserted-by":"crossref","first-page":"1203","DOI":"10.1016\/j.respol.2005.01.018","volume":"34","author":"F T\u00f6dtling","year":"2005","unstructured":"T\u00f6dtling, F., & Trippl, M. (2005). One size fits all?: Towards a differentiated regional innovation policy approach. Research Policy, 34(8), 1203\u20131219.","journal-title":"Research Policy"},{"key":"3130_CR85","doi-asserted-by":"crossref","first-page":"498","DOI":"10.1016\/S0377-2217(99)00407-5","volume":"130","author":"K Tone","year":"2001","unstructured":"Tone, K. (2001). A slack-based measure of efficiency in data envelopment analysis. European Journal of Operational Research, 130, 498\u2013509.","journal-title":"European Journal of Operational Research"},{"issue":"1","key":"3130_CR86","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1080\/20421338.2014.979652","volume":"7","author":"C Valdez Lafarga","year":"2015","unstructured":"Valdez Lafarga, C., & Balderrama, J. I. L. (2015). Efficiency of Mexico\u2019s regional innovation systems: An evaluation applying data envelopment analysis (DEA). African Journal of Science, Technology, Innovation and Development, 7(1), 36\u201344.","journal-title":"African Journal of Science, Technology, Innovation and Development"},{"issue":"7","key":"3130_CR87","doi-asserted-by":"crossref","first-page":"1362","DOI":"10.1016\/j.respol.2016.03.020","volume":"45","author":"JP Walsh","year":"2016","unstructured":"Walsh, J. P., Lee, Y. N., & Jung, T. (2016). Win, lose or draw? The fate of patented inventions. Research Policy, 45(7), 1362\u20131373.","journal-title":"Research Policy"},{"key":"3130_CR88","unstructured":"WIPO. (2017). World Intellectual Property Indicators. Patents. https:\/\/www.wipo.int\/edocs\/pubdocs\/en\/wipo_pub_941_2017-chapter2.pdf ."},{"issue":"04","key":"3130_CR103","doi-asserted-by":"crossref","first-page":"229","DOI":"10.4236\/ti.2013.44027","volume":"4","author":"L Xu","year":"2013","unstructured":"Xu, L., & Cheng, M. (2013). A study on Chinese regional scientific innovation efficiency with a perspective of synergy degree. Technology and Investment, 4(04), 229\u2013235.","journal-title":"Technology and Investment"},{"issue":"5","key":"3130_CR91","doi-asserted-by":"crossref","first-page":"661","DOI":"10.1080\/00343400601120270","volume":"41","author":"JM Zabala-Iturriagagoitia","year":"2007","unstructured":"Zabala-Iturriagagoitia, J. M., Voigt, P., Guti\u00e9rrez-Gracia, A., & Jim\u00e9nez-S\u00e1ez, F. (2007). Regional innovation systems: How to assess performance. Regional Studies, 41(5), 661\u2013672.","journal-title":"Regional Studies"},{"issue":"4","key":"3130_CR92","doi-asserted-by":"crossref","first-page":"14","DOI":"10.24057\/2071-9388-2016-9-4-14-32","volume":"9","author":"S Zemtsov","year":"2016","unstructured":"Zemtsov, S., & Baburin, V. (2016). Does economic-geographical position affect innovation processes in Russian regions? Geography, Environment, Sustainability, 9(4), 14\u201332.","journal-title":"Geography, Environment, Sustainability"},{"key":"3130_CR93","doi-asserted-by":"crossref","first-page":"65","DOI":"10.32609\/0042-8736-2016-10-65-81","volume":"10","author":"S Zemtsov","year":"2016","unstructured":"Zemtsov, S., & Barinova, V. (2016). The paradigm changing of regional innovation policy in Russia: From equalization to smart specialization. Voprosy Economiki, 10, 65\u201381. (In Russian).","journal-title":"Voprosy Economiki"},{"issue":"2","key":"3130_CR94","doi-asserted-by":"crossref","first-page":"29","DOI":"10.17323\/1995-459X.2016.2.29.42","volume":"10","author":"S Zemtsov","year":"2016","unstructured":"Zemtsov, S., Muradov, A., Wade, I., & Barinova, V. (2016). Determinants of regional innovation in Russia: Are people or capital more important? Foresight and STI Governance, 10(2), 29\u201342.","journal-title":"Foresight and STI Governance"},{"issue":"220","key":"3130_CR95","first-page":"60","volume":"2","author":"SP Zemtsov","year":"2017","unstructured":"Zemtsov, S. P., & Baburin, V. L. (2017). How to assess an efficiency of regional innovation systems in Russia? Innovatsii, 2(220), 60\u201366. (In Russian).","journal-title":"Innovatsii"},{"issue":"37","key":"3130_CR96","first-page":"118","volume":"1","author":"SP Zemtsov","year":"2018","unstructured":"Zemtsov, S. P., & Tsareva, Yu V. (2018). Entrepreneurial activity in the Russian regions: How spatial and temporal effects determine the development of small business. Journal of the New Economic Association, 1(37), 118\u2013134.","journal-title":"Journal of the New Economic Association"},{"key":"3130_CR97","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1023\/A:1018395303580","volume":"9","author":"Y Zhang","year":"1998","unstructured":"Zhang, Y., & Bartels, R. (1998). The effect of sample size on mean efficiency in DEA with application to electricity distribution in Australia, Sweden and New Zealand. The Journal of Productivity Analysis, 9, 187\u2013204.","journal-title":"The Journal of Productivity Analysis"},{"issue":"2","key":"3130_CR98","first-page":"61","volume":"1","author":"N Zubarevich","year":"2009","unstructured":"Zubarevich, N. (2009). Regional development and regional policy in Russia during ten years of economic growth. New Economic Association Journal, 1(2), 61\u2013174.","journal-title":"New Economic Association Journal"},{"issue":"1","key":"3130_CR99","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1007\/s11192-017-2380-4","volume":"112","author":"K Zuo","year":"2017","unstructured":"Zuo, K., & Guan, J. (2017). Measuring the R&D efficiency of regions by a parallel DEA game model. Scientometrics, 112(1), 175\u2013194.","journal-title":"Scientometrics"}],"container-title":["Scientometrics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11192-019-03130-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11192-019-03130-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11192-019-03130-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,17]],"date-time":"2023-09-17T08:32:18Z","timestamp":1694939538000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11192-019-03130-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6,7]]},"references-count":100,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,8]]}},"alternative-id":["3130"],"URL":"https:\/\/doi.org\/10.1007\/s11192-019-03130-y","relation":{},"ISSN":["0138-9130","1588-2861"],"issn-type":[{"value":"0138-9130","type":"print"},{"value":"1588-2861","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,6,7]]},"assertion":[{"value":"2 July 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 June 2019","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}