{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T21:24:13Z","timestamp":1781817853539,"version":"3.54.5"},"reference-count":30,"publisher":"Springer Science and Business Media LLC","issue":"15","license":[{"start":{"date-parts":[[2021,9,18]],"date-time":"2021-09-18T00:00:00Z","timestamp":1631923200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,9,18]],"date-time":"2021-09-18T00:00:00Z","timestamp":1631923200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2022,8]]},"DOI":"10.1007\/s00521-021-06471-z","type":"journal-article","created":{"date-parts":[[2021,9,18]],"date-time":"2021-09-18T06:02:49Z","timestamp":1631944969000},"page":"12331-12343","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":78,"title":["ECNN: evaluating a cluster-neural network model for city innovation capability"],"prefix":"10.1007","volume":"34","author":[{"given":"Jiaming","family":"Pei","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kaiyang","family":"Zhong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jinhai","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiyuan","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xinyi","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2021,9,18]]},"reference":[{"key":"6471_CR1","doi-asserted-by":"publisher","first-page":"290","DOI":"10.1002\/bs.3830350404","volume":"35","author":"L Suarez-Villa","year":"1990","unstructured":"Suarez-Villa L (1990) Invention, inventive learning, and innovative capacity. Behav Sci 35:290\u2013310","journal-title":"Behav Sci"},{"key":"6471_CR2","first-page":"5","volume":"19","author":"C Freeman","year":"1995","unstructured":"Freeman C (1995) The \u201cnational system of innovation\u201d in historical perspective. Camb J Econ 19:5\u201324","journal-title":"Camb J Econ"},{"key":"6471_CR3","doi-asserted-by":"publisher","first-page":"899","DOI":"10.1016\/S0048-7333(01)00152-4","volume":"31","author":"JL Furman","year":"2002","unstructured":"Furman JL, Porter ME, Stern S (2002) The determinants of national innovative capacity. Res Policy 31:899\u2013933","journal-title":"Res Policy"},{"key":"6471_CR4","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1108\/13673270810902984","volume":"12","author":"G Schiuma","year":"2008","unstructured":"Schiuma G, Lerro A (2008) Knowledge-based capital in building regional innovation capacity. J Knowl Manag 12:121\u2013136","journal-title":"J Knowl Manag"},{"issue":"2","key":"6471_CR5","doi-asserted-by":"publisher","first-page":"189","DOI":"10.1142\/S0219877006000764","volume":"3","author":"D Doloreux","year":"2006","unstructured":"Doloreux D (2006) Understanding regional innovation in the maritime industry: an empirical analysis. Int J Innov Technol Manag 3(2):189\u2013207","journal-title":"Int J Innov Technol Manag"},{"issue":"6","key":"6471_CR6","doi-asserted-by":"publisher","first-page":"102728","DOI":"10.1016\/j.ipm.2021.102728","volume":"58","author":"K Zhong","year":"2021","unstructured":"Zhong K, Wang Y, Pei J, Tang S, Han Z (2021) Super efficiency SBM-DEA and neural network for performance evaluation. Info Process Manag 58(6):102728. https:\/\/doi.org\/10.1016\/j.ipm.2021.102728","journal-title":"Info Process Manag"},{"issue":"8","key":"6471_CR7","doi-asserted-by":"publisher","first-page":"1111","DOI":"10.1080\/00343400500328255","volume":"39","author":"T Tura","year":"2005","unstructured":"Tura T, Harmaakorpi V (2005) Social capital in building regional innovative capability. Reg Stud 39(8):1111\u20131125","journal-title":"Reg Stud"},{"issue":"3\/4","key":"6471_CR8","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1504\/IJTM.2005.007331","volume":"32","author":"J Guan","year":"2005","unstructured":"Guan J, Liu S (2005) Comparing regional innovative capacities of PR China based on data analysis of the national patents. Int J Technol Manag 32(3\/4):225-245(21)","journal-title":"Int J Technol Manag"},{"issue":"4","key":"6471_CR9","doi-asserted-by":"publisher","first-page":"463","DOI":"10.1016\/j.technovation.2004.11.007","volume":"26","author":"M Buesa","year":"2006","unstructured":"Buesa M, Heijs J, Pellitero MM et al (2006) Regional systems of innovation and the knowledge production function: the Spanish case. Technovation 26(4):463\u2013472","journal-title":"Technovation"},{"issue":"2","key":"6471_CR10","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1007\/s13132-011-0081-4","volume":"3","author":"YC Chang","year":"2012","unstructured":"Chang YC, Chen MH, Lin YP et al (2012) Measuring regional innovation and entrepreneurship capabilities. J Knowl Econ 3(2):90\u2013108","journal-title":"J Knowl Econ"},{"key":"6471_CR11","doi-asserted-by":"publisher","first-page":"347","DOI":"10.1016\/j.foodpol.2014.09.002","volume":"49","author":"M Dervill\u00e9","year":"2014","unstructured":"Dervill\u00e9 M, Allaire G (2014) Change of competition regime and regional innovative capacities: evidence from dairy restructuring in France. Food Policy 49:347\u2013360","journal-title":"Food Policy"},{"key":"6471_CR12","doi-asserted-by":"publisher","first-page":"394","DOI":"10.1016\/j.techfore.2018.07.026","volume":"142","author":"H Shima","year":"2019","unstructured":"Shima H, Ahoura Z, Ahmad B (2019) The relationship between regional compactness and regional innovation capacity (RIC): empirical evidence from a national study. Technol Forecast Soc Change 142:394\u2013402","journal-title":"Technol Forecast Soc Change"},{"issue":"3\/4","key":"6471_CR13","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1108\/01437720710755272","volume":"28","author":"I Vetlik","year":"2007","unstructured":"Vetlik I, Lin H (2007) Knowledge sharing and firm innovation capability: an empirical study. Int J Manpow 28(3\/4):315\u2013332","journal-title":"Int J Manpow"},{"key":"6471_CR14","unstructured":"Yan Z, Chen W, Zhou R (2010) Study on high-tech industry's innovative capacity of East China. In: International conference on E-business and E-government IEEE computer society"},{"key":"6471_CR15","doi-asserted-by":"crossref","unstructured":"Zheng Y, Zhang Y (2013) Measurements and evaluation of regional innovation capacity and spatial difference. In: International conference on service systems and service management. IEEE","DOI":"10.1109\/ICSSSM.2013.6602490"},{"key":"6471_CR16","doi-asserted-by":"publisher","first-page":"232","DOI":"10.1016\/j.proeng.2017.01.125","volume":"174","author":"C Xue","year":"2017","unstructured":"Xue C, Xu Y (2017) Influence factor analysis of enterprise it innovation capacity based on system dynamics. Procedia Eng 174:232\u2013239","journal-title":"Procedia Eng"},{"issue":"2","key":"6471_CR17","doi-asserted-by":"publisher","first-page":"69","DOI":"10.18178\/joams.5.2.69-76","volume":"5","author":"E Calik","year":"2017","unstructured":"Calik E (2017) A scale development for innovation capability measurement. J Adv Manag Sci 5(2):69\u201376","journal-title":"J Adv Manag Sci"},{"issue":"2","key":"6471_CR18","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1007\/s13132-011-0081-4","volume":"3","author":"YC Chang","year":"2012","unstructured":"Chang YC, Chen MH, Lin YP, Gao YS (2012) Measuring regional innovation and entrepreneurship capabilities. J Knowl Econ 3(2):90\u2013108","journal-title":"J Knowl Econ"},{"issue":"3","key":"6471_CR19","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1016\/j.techsoc.2013.06.001","volume":"35","author":"SL Zhao","year":"2013","unstructured":"Zhao SL, Song W, Zhu DY, Peng XB, Cai W (2013) Evaluating china\u2019s regional collaboration innovation capability from the innovation factors perspective\u2014an AHP and cluster analytical approach. Technol Soc 35(3):182\u2013190","journal-title":"Technol Soc"},{"key":"6471_CR20","doi-asserted-by":"publisher","first-page":"409","DOI":"10.1007\/s10479-018-3094-6","volume":"290","author":"X Pan","year":"2020","unstructured":"Pan X, Han C, Lu X, Jiao Z, Ming Y (2020) Green innovation capability evaluation of manufacturing enterprises based on AHP-OVP model. Ann Oper Res 290:409\u2013419","journal-title":"Ann Oper Res"},{"key":"6471_CR21","doi-asserted-by":"publisher","first-page":"101330","DOI":"10.1016\/j.techsoc.2020.101330","volume":"63","author":"Y Chen","year":"2020","unstructured":"Chen Y, Li W, Yi P (2020) Evaluation of city innovation capability using the TOPSIS-based order relation method: the case of Liaoning province, china. Technol Soc 63:101330","journal-title":"Technol Soc"},{"key":"6471_CR22","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2021.3098317","author":"J Zhang","year":"2021","unstructured":"Zhang J, Bhuiyan MZA, Xu Y, Singh AK, Hsu DF, Luo E (2021) Trustworthy target tracking with collaborative deep reinforcement learning in EdgeAI-Aided IoT. IEEE Trans Ind Inform. https:\/\/doi.org\/10.1109\/TII.2021.3098317","journal-title":"IEEE Trans Ind Inform"},{"key":"6471_CR23","doi-asserted-by":"crossref","unstructured":"Pei J, Li J, Zhou B et al (2021) A recommendation algorithm about choosing travel means for urban residents in intelligent traffic system. In: 2021 IEEE 5th advanced information technology, electronic and automation control conference (IAEAC), vol 5. IEEE, pp 2553\u20132556","DOI":"10.1109\/IAEAC50856.2021.9390926"},{"key":"6471_CR24","doi-asserted-by":"publisher","first-page":"327","DOI":"10.1007\/s00521-016-2349-x","volume":"28","author":"J Li","year":"2017","unstructured":"Li J, He Y, Ma Y (2017) Research of network data mining based on reliability source under big data environment. Neural Comput Appl 28:327\u2013335","journal-title":"Neural Comput Appl"},{"key":"6471_CR25","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1016\/j.tourman.2018.03.006","volume":"68","author":"S Li","year":"2018","unstructured":"Li S, Chen T, Wang L et al (2018) Effective tourist volume forecasting supported by PCA and improved BPNN using Baidu index. Tour Manag 68:116\u2013126","journal-title":"Tour Manag"},{"key":"6471_CR26","doi-asserted-by":"crossref","unstructured":"Zhong K, Wang P, Pei J, Xu J, Han Z, Xu J (2021) Multiobjective optimization regarding vehicles and power grids. In: Wireless communications and mobile computing, 2021","DOI":"10.1155\/2021\/5552626"},{"issue":"2","key":"6471_CR27","doi-asserted-by":"publisher","first-page":"338","DOI":"10.1016\/j.respol.2008.12.002","volume":"38","author":"X Li","year":"2009","unstructured":"Li X (2009) China\u2019s regional innovation capacity in transition: an empirical approach. Res Policy 38(2):338\u2013357","journal-title":"Res Policy"},{"issue":"1","key":"6471_CR28","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1080\/13600810701848193","volume":"36","author":"X Fu","year":"2008","unstructured":"Fu X (2008) Foreign direct investment, absorptive capacity and regional innovation capabilities: evidence from china. Oxf Dev Stud 36(1):89\u2013110","journal-title":"Oxf Dev Stud"},{"key":"6471_CR29","doi-asserted-by":"publisher","first-page":"101643","DOI":"10.1016\/j.resourpol.2020.101643","volume":"66","author":"J Chen","year":"2020","unstructured":"Chen J, Wang L, Li Y (2020) Natural resources, urbanization and regional innovation capabilities. Resour Policy 66:101643","journal-title":"Resour Policy"},{"key":"6471_CR30","volume-title":"Investments and innovation: regional venture capital activity, business innovation and an ecology of interactions","author":"I Pierrakis","year":"2012","unstructured":"Pierrakis I (2012) Investments and innovation: regional venture capital activity, business innovation and an ecology of interactions. Industrial Technology & Vocational Education, New York"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-06471-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-021-06471-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-06471-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,23]],"date-time":"2022-07-23T10:06:18Z","timestamp":1658570778000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-021-06471-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,9,18]]},"references-count":30,"journal-issue":{"issue":"15","published-print":{"date-parts":[[2022,8]]}},"alternative-id":["6471"],"URL":"https:\/\/doi.org\/10.1007\/s00521-021-06471-z","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,9,18]]},"assertion":[{"value":"7 June 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 August 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 September 2021","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Authors do not have any conflict of interest or competing interest to declare.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}