{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T20:13:07Z","timestamp":1776802387643,"version":"3.51.2"},"reference-count":37,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2023,8,31]],"date-time":"2023-08-31T00:00:00Z","timestamp":1693440000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,8,31]],"date-time":"2023-08-31T00:00:00Z","timestamp":1693440000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["No. 71732003"],"award-info":[{"award-number":["No. 71732003"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71801124"],"award-info":[{"award-number":["71801124"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["72071105"],"award-info":[{"award-number":["72071105"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Electron Commer Res"],"published-print":{"date-parts":[[2025,6]]},"DOI":"10.1007\/s10660-023-09739-9","type":"journal-article","created":{"date-parts":[[2023,8,31]],"date-time":"2023-08-31T07:03:01Z","timestamp":1693465381000},"page":"1395-1422","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Experience mining based on text analytics and case-based reasoning to support crowdfunding design"],"prefix":"10.1007","volume":"25","author":[{"given":"Ting","family":"Luo","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5689-6104","authenticated-orcid":false,"given":"Jing","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shang","family":"Gao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,8,31]]},"reference":[{"issue":"1\u20132","key":"9739_CR1","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1080\/13691066.2015.1037132","volume":"17","author":"OM Lehner","year":"2015","unstructured":"Lehner, O. M., Grabmann, E., & Ennsgraber, C. (2015). Entrepreneurial implications of crowdfunding as alternative funding source for innovations. Venture Capital, 17(1\u20132), 171\u2013189.","journal-title":"Venture Capital"},{"issue":"1","key":"9739_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jbusvent.2013.06.005","volume":"29","author":"E Mollick","year":"2014","unstructured":"Mollick, E. (2014). The dynamics of crowdfunding: An exploratory study. Journal of Business Venturing, 29(1), 1\u201316.","journal-title":"Journal of Business Venturing"},{"key":"9739_CR3","unstructured":"Kickstarter. (2020). Wonderland\u2019s war. Retrieve from https:\/\/www.kickstarter.com\/projects\/druidcitygames\/wonderlands-war?ref=profile_created (Access Date: August 13, 2021)."},{"key":"9739_CR4","unstructured":"QYResearch. (2019). Global crowdfunding market size status and forecast 2021 to 2027. Retrieve from https:\/\/reports.valuates.com\/market-reports\/QYRE-Auto-1598\/global-crowdfunding (Access Date: January 15, 2022)."},{"issue":"2","key":"9739_CR5","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1111\/etap.12271","volume":"41","author":"V Buttic\u00e8","year":"2017","unstructured":"Buttic\u00e8, V., Colombo, M. G., & Wright, M. (2017). Serial crowdfunding, social capital, and project success. Entrepreneurship Theory and Practice, 41(2), 183\u2013207.","journal-title":"Entrepreneurship Theory and Practice"},{"key":"9739_CR6","doi-asserted-by":"publisher","first-page":"348","DOI":"10.1016\/j.techfore.2017.11.020","volume":"144","author":"A Brem","year":"2019","unstructured":"Brem, A., Bilgram, V., & Marchuk, A. (2019). How crowdfunding platforms change the nature of user innovation \u2013 from problem solving to entrepreneurship. Technological Forecasting and Social Change, 144, 348\u2013360.","journal-title":"Technological Forecasting and Social Change"},{"key":"9739_CR7","unstructured":"Kickstarter. (2021). Statistical data. Retrieve from https:\/\/www.kickstarter.com\/help\/stats?ref=about_subnav (Access Date: August 13, 2021)."},{"issue":"9","key":"9739_CR8","doi-asserted-by":"publisher","first-page":"6819","DOI":"10.1287\/mnsc.2021.4248","volume":"68","author":"Y Xu","year":"2022","unstructured":"Xu, Y., & Ni, J. (2022). Entrepreneurial learning and disincentives in crowdfunding markets. Management Science, 68(9), 6819\u20136864.","journal-title":"Management Science"},{"issue":"4","key":"9739_CR9","doi-asserted-by":"publisher","first-page":"1565","DOI":"10.1109\/TEM.2020.3001764","volume":"69","author":"C Song","year":"2022","unstructured":"Song, C., Luo, J., H\u00f6ltt\u00e4-Otto, K., Seering, W., & Otto, K. (2022). Crowdfunding for design innovation: prediction model with critical factors. IEEE Transactions on Engineering Management, 69(4), 1565\u20131576.","journal-title":"IEEE Transactions on Engineering Management"},{"issue":"3","key":"9739_CR10","doi-asserted-by":"publisher","first-page":"429","DOI":"10.1016\/j.im.2018.08.003","volume":"56","author":"Z Du","year":"2019","unstructured":"Du, Z., Li, M., & Wang, K. (2019). \u201cThe more options, the better?\u201d Investigating the impact of the number of options on backers\u2019 decisions in reward-based crowdfunding projects. Information & Management, 56(3), 429\u2013444.","journal-title":"Information & Management"},{"issue":"2","key":"9739_CR11","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1080\/10864415.2020.1715531","volume":"24","author":"S Ryu","year":"2020","unstructured":"Ryu, S., Park, J., Kim, K., & Kim, Y.-G. (2020). Reward versus altruistic motivations in reward-based crowdfunding. International Journal of Electronic Commerce, 24(2), 159\u2013183.","journal-title":"International Journal of Electronic Commerce"},{"key":"9739_CR12","doi-asserted-by":"publisher","first-page":"10","DOI":"10.1016\/j.jbusres.2016.10.001","volume":"71","author":"S Bi","year":"2017","unstructured":"Bi, S., Liu, Z., & Usman, K. (2017). The influence of online information on investing decisions of reward-based crowdfunding. Journal of Business Research, 71, 10\u201318.","journal-title":"Journal of Business Research"},{"key":"9739_CR13","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2019.119723","volume":"148","author":"Y Song","year":"2019","unstructured":"Song, Y., Berger, R., Yosipof, A., & Barnes, B. R. (2019). Mining and investigating the factors influencing crowdfunding success. Technological Forecasting and Social Change, 148, 119723.","journal-title":"Technological Forecasting and Social Change"},{"key":"9739_CR14","doi-asserted-by":"publisher","first-page":"252","DOI":"10.1016\/j.jbusres.2021.01.043","volume":"127","author":"W Tafesse","year":"2021","unstructured":"Tafesse, W. (2021). Communicating crowdfunding campaigns: How message strategy, vivid media use and product type influence campaign success. Journal of Business Research, 127, 252\u2013263.","journal-title":"Journal of Business Research"},{"key":"9739_CR15","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.113335","volume":"150","author":"MB Bentaiba-Lagrid","year":"2020","unstructured":"Bentaiba-Lagrid, M. B., Bouzar-Benlabiod, L., Rubin, S. H., Bouabana-Tebibel, T., & Hanini, M. R. (2020). A case-based reasoning system for supervised classification problems in the medical field. Expert Systems with Applications, 150, 113335.","journal-title":"Expert Systems with Applications"},{"key":"9739_CR16","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.114776","volume":"173","author":"O Okudan","year":"2021","unstructured":"Okudan, O., Budayan, C., & Dikmen, I. (2021). A knowledge-based risk management tool for construction projects using case-based reasoning. Expert Systems with Applications, 173, 114776.","journal-title":"Expert Systems with Applications"},{"key":"9739_CR17","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2019.112906","volume":"140","author":"GC Silva","year":"2020","unstructured":"Silva, G. C., Carvalho, E. E. O., & Caminhas, W. M. (2020). An artificial immune systems approach to Case-based Reasoning applied to fault detection and diagnosis. Expert Systems with Applications, 140, 112906.","journal-title":"Expert Systems with Applications"},{"key":"9739_CR18","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1016\/j.dss.2016.08.001","volume":"91","author":"H Yuan","year":"2016","unstructured":"Yuan, H., Lau, R. Y. K., & Xu, W. (2016). The determinants of crowdfunding success: A semantic text analytics approach. Decision Support Systems, 91, 67\u201376.","journal-title":"Decision Support Systems"},{"key":"9739_CR19","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1145\/3272973.3274053","volume-title":"Companion of the 2018 ACM Conference on Computer Supported Cooperative Work and Social Computing","author":"S Lee","year":"2018","unstructured":"Lee, S., Lee, K., & Kim, H.-C. (2018). Content-based success prediction of crowdfunding campaigns: A deep learning approach. Companion of the 2018 ACM Conference on Computer Supported Cooperative Work and Social Computing (pp. 193\u2013196). Association for Computing Machinery."},{"issue":"1","key":"9739_CR20","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1108\/JSBED-05-2017-0165","volume":"25","author":"J Cox","year":"2018","unstructured":"Cox, J., & Nguyen, T. (2018). Does the crowd mean business? An analysis of rewards-based crowdfunding as a source of finance for start-ups and small businesses. Journal of Small Business and Enterprise Development, 25(1), 147\u2013162.","journal-title":"Journal of Small Business and Enterprise Development"},{"key":"9739_CR21","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1016\/j.dss.2018.12.002","volume":"117","author":"M Wessel","year":"2019","unstructured":"Wessel, M., Adam, M., & Benlian, A. (2019). The impact of sold-out early birds on option selection in reward-based crowdfunding. Decision Support Systems, 117, 48\u201361.","journal-title":"Decision Support Systems"},{"issue":"3","key":"9739_CR22","doi-asserted-by":"publisher","first-page":"425","DOI":"10.1007\/s10660-016-9249-0","volume":"17","author":"MM Kunz","year":"2017","unstructured":"Kunz, M. M., Bretschneider, U., Erler, M., & Leimeister, J. M. (2017). An empirical investigation of signaling in reward-based crowdfunding. Electronic Commerce Research, 17(3), 425\u2013461.","journal-title":"Electronic Commerce Research"},{"key":"9739_CR23","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.104919","volume":"185","author":"O Chergui","year":"2019","unstructured":"Chergui, O., Begdouri, A., & Groux-Leclet, D. (2019). Integrating a Bayesian semantic similarity approach into CBR for knowledge reuse in community question answering. Knowledge-Based Systems, 185, 104919.","journal-title":"Knowledge-Based Systems"},{"issue":"5","key":"9739_CR24","doi-asserted-by":"publisher","first-page":"5214","DOI":"10.1016\/j.eswa.2011.11.018","volume":"39","author":"R Jin","year":"2012","unstructured":"Jin, R., Cho, K., Hyun, C., & Son, M. (2012). MRA-based revised CBR model for cost prediction in the early stage of construction projects. Expert Systems with Applications, 39(5), 5214\u20135222.","journal-title":"Expert Systems with Applications"},{"key":"9739_CR25","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1016\/j.autcon.2018.11.006","volume":"97","author":"J Liu","year":"2019","unstructured":"Liu, J., Li, H., Skitmore, M., & Zhang, Y. (2019). Experience mining based on case-based reasoning for dispute settlement of international construction projects. Automation in Construction, 97, 181\u2013191.","journal-title":"Automation in Construction"},{"issue":"16","key":"9739_CR26","doi-asserted-by":"publisher","first-page":"5299","DOI":"10.1007\/s00500-017-2985-9","volume":"22","author":"D Wu","year":"2018","unstructured":"Wu, D., Li, J., & Bao, C. (2018). Case-based reasoning with optimized weight derived by particle swarm optimization for software effort estimation. Soft Computing, 22(16), 5299\u20135310.","journal-title":"Soft Computing"},{"issue":"2","key":"9739_CR27","doi-asserted-by":"publisher","first-page":"146","DOI":"10.1061\/(ASCE)0733-9364(2008)134:2(146)","volume":"134","author":"SZ Do\u011fan","year":"2008","unstructured":"Do\u011fan, S. Z., Arditi, D., & G\u00fcnaydin, H. M. (2008). Using decision trees for determining attribute weights in a case-based model of early cost prediction. Journal of Construction Engineering and Management, 134(2), 146\u2013152.","journal-title":"Journal of Construction Engineering and Management"},{"key":"9739_CR28","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1016\/j.neucom.2017.05.092","volume":"272","author":"M Relich","year":"2018","unstructured":"Relich, M., & Pawlewski, P. (2018). A case-based reasoning approach to cost estimation of new product development. Neurocomputing, 272, 40\u201345.","journal-title":"Neurocomputing"},{"issue":"5","key":"9739_CR29","doi-asserted-by":"publisher","first-page":"2526","DOI":"10.1016\/j.eswa.2013.09.051","volume":"41","author":"Z-P Fan","year":"2014","unstructured":"Fan, Z.-P., Li, Y.-H., Wang, X., & Liu, Y. (2014). Hybrid similarity measure for case retrieval in CBR and its application to emergency response towards gas explosion. Expert Systems with Applications, 41(5), 2526\u20132534.","journal-title":"Expert Systems with Applications"},{"key":"9739_CR30","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1016\/j.compind.2015.10.007","volume":"78","author":"JW Chang","year":"2016","unstructured":"Chang, J. W., Lee, M. C., & Wang, T. I. (2016). Integrating a semantic-based retrieval agent into case-based reasoning systems: A case study of an online bookstore. Computers in Industry, 78, 29\u201342.","journal-title":"Computers in Industry"},{"issue":"8","key":"9739_CR31","doi-asserted-by":"publisher","DOI":"10.1111\/exsy.12770","volume":"38","author":"S Ali","year":"2021","unstructured":"Ali, S., Hafeez, Y., Hussain, S., Yang, S., & Jamal, M. (2021). Requirement prioritization framework using case-based reasoning: A mining-based approach. Expert Systems, 38(8), e12770.","journal-title":"Expert Systems"},{"key":"9739_CR32","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2020.123269","volume":"277","author":"C Ke","year":"2020","unstructured":"Ke, C., Jiang, Z., Zhang, H., Wang, Y., & Zhu, S. (2020). An intelligent design for remanufacturing method based on vector space model and case-based reasoning. Journal of Cleaner Production, 277, 123269.","journal-title":"Journal of Cleaner Production"},{"key":"9739_CR33","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei, D. M., Ng, A. Y., & Jordan, M. I. (2003). Latent Dirichlet Allocation. Journal of Machine Learning Research, 3, 993\u20131022.","journal-title":"Journal of Machine Learning Research"},{"issue":"11","key":"9739_CR34","doi-asserted-by":"publisher","first-page":"613","DOI":"10.1145\/361219.361220","volume":"18","author":"G Salton","year":"1975","unstructured":"Salton, G., Wong, A., & Yang, C. S. (1975). A vector space model for automatic indexing. Communications of the ACM, 18(11), 613\u2013620.","journal-title":"Communications of the ACM"},{"key":"9739_CR35","first-page":"3111","volume":"26","author":"T Mikolov","year":"2013","unstructured":"Mikolov, T., Sutskever, I., Chen, K., Corrado, G., & Dean, J. (2013). Distributed representations of words and phrases and their compositionality. Advances in Neural Information Processing Systems, 26, 3111\u20133119.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"9739_CR36","unstructured":"Le, Q., & Mikolov, T. (2014). Distributed representations of sentences and documents. In Proceedings of the 31st International Conference on Machine Learning. 14, 1188\u20131196."},{"key":"9739_CR37","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1016\/j.is.2018.04.005","volume":"76","author":"B Raza","year":"2018","unstructured":"Raza, B., Kumar, Y. J., Malik, A. K., Anjum, A., & Faheem, M. (2018). Performance prediction and adaptation for database management system workload using case-based reasoning approach. Information Systems, 76, 46\u201358.","journal-title":"Information Systems"}],"container-title":["Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-023-09739-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10660-023-09739-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-023-09739-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,3]],"date-time":"2025-06-03T08:28:21Z","timestamp":1748939301000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10660-023-09739-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,31]]},"references-count":37,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2025,6]]}},"alternative-id":["9739"],"URL":"https:\/\/doi.org\/10.1007\/s10660-023-09739-9","relation":{},"ISSN":["1389-5753","1572-9362"],"issn-type":[{"value":"1389-5753","type":"print"},{"value":"1572-9362","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,8,31]]},"assertion":[{"value":"14 July 2023","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 August 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"On behalf of all authors, the corresponding author states that there is no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}