{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T20:48:37Z","timestamp":1778878117001,"version":"3.51.4"},"reference-count":20,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2021,3,30]],"date-time":"2021-03-30T00:00:00Z","timestamp":1617062400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,3,30]],"date-time":"2021-03-30T00:00:00Z","timestamp":1617062400000},"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":[[2022,2]]},"DOI":"10.1007\/s00521-021-05900-3","type":"journal-article","created":{"date-parts":[[2021,3,30]],"date-time":"2021-03-30T11:02:28Z","timestamp":1617102148000},"page":"2611-2622","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Research on nonlinear forecast and influencing factors of foreign trade export based on support vector neural network"],"prefix":"10.1007","volume":"34","author":[{"given":"Zhao\u2019an","family":"Han","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zijiang","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shajunyi","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Weihuang","family":"Dai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,3,30]]},"reference":[{"issue":"1","key":"5900_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11424-008-9062-5","volume":"21","author":"YU Lean","year":"2008","unstructured":"Lean YU, Wang S, Lai KK (2008) Forecasting China\u2019s foreign trade volume with a kernel-based hybrid econometric-ai ensemble learning approach. J Syst ence Compl 21(1):1\u201319","journal-title":"J Syst ence Compl"},{"key":"5900_CR2","first-page":"7","volume":"S1","author":"K Zhan","year":"1997","unstructured":"Zhan K, Zhang Y, Feng Z (1997) Nonlinear mechanism analysis of international market evolution. J Xi 'an Jiaotong Univ S1:7\u201311+36","journal-title":"J Xi 'an Jiaotong Univ"},{"issue":"5","key":"5900_CR3","first-page":"1357","volume":"11","author":"J Weijin","year":"2006","unstructured":"Weijin J, Yuhui XU (2006) A novel method for nonlinear time series forecasting of time-delay neural network. J Wuhan Univ English edit sci 11(5):1357\u20131361","journal-title":"J Wuhan Univ English edit sci"},{"key":"5900_CR4","first-page":"34","volume":"2","author":"Z Baojiang","year":"2006","unstructured":"Baojiang Z (2006) Nonlinear flow of international trade credit under dissipative structure. Int Trade Issues 2:34\u201339","journal-title":"Int Trade Issues"},{"key":"5900_CR5","unstructured":"Li X (2007) Study on chongqing foreign trade export forecasting based on BP neural network. Shopping Mall Modernization,9:214\u2013215"},{"key":"5900_CR6","first-page":"118","volume":"4","author":"X Jianwei","year":"2007","unstructured":"Jianwei X (2007) A new prediction method for nonlinear time series of time-delay neural networks. Mod Elect technol 4:118\u2013119","journal-title":"Mod Elect technol"},{"issue":"1","key":"5900_CR7","first-page":"22","volume":"18","author":"Fu Xiaoqi","year":"2006","unstructured":"Xiaoqi Fu, Xie Wen Xu, Shanying WS (2006) Prediction and analysis of China\u2019s Import and export in 2006. Manage Rev 18(1):22\u201325","journal-title":"Manage Rev"},{"key":"5900_CR8","unstructured":"Lai MY (2005) The sources of economic growth: human capital, research and development, and technological spillover. Soc Sci China 2:32-46+204\u2013205"},{"key":"5900_CR9","first-page":"27","volume":"2","author":"Z Jing","year":"2004","unstructured":"Jing Z, Zhixin J (2004) Application of grey system model based on gm (1.1) in china\u2019s foreign trade export forecast. Int Trade Issues 2:27\u201329","journal-title":"Int Trade Issues"},{"key":"5900_CR10","first-page":"113","volume":"3","author":"Su Li","year":"2008","unstructured":"Li Su (2008) Forecasting the development trend of china's total Import and export trade based on grey system model. Bus Res 3:113\u2013115","journal-title":"Bus Res"},{"key":"5900_CR11","unstructured":"Neumann, Schnorr, Steidl G et al (2005) Nonlinear mixed forecasting model of regional export trade and its empirical study. Stat Decis 1:46-48"},{"key":"5900_CR12","first-page":"47","volume":"22","author":"Burges","year":"1998","unstructured":"Burges L (1998) Import and export trade forecasting based on linear ARIMA and nonlinear BP neural network combined model. Stat Decis 22:47\u201349","journal-title":"Stat Decis"},{"key":"5900_CR13","first-page":"150","volume":"9","author":"L Yuh-jye","year":"2001","unstructured":"Yuh-jye L, Mangarasian OL (2001) A review of nonlinear analysis and forecasting methods in international trade. Bus Res 9:150\u2013153","journal-title":"Bus Res"},{"key":"5900_CR14","first-page":"231","volume":"7","author":"X Zhi","year":"2006","unstructured":"Zhi X, Tingting C (2006) Export forecast of foreign trade based on Support vector Machine. Sci Technol Manag Res 7:231\u2013234","journal-title":"Sci Technol Manag Res"},{"issue":"3","key":"5900_CR15","first-page":"21","volume":"22","author":"Xu Zhang Yi","year":"2003","unstructured":"Zhang Yi Xu, Shanying WS (2003) Application of a class of error correction models based on neural networks \u2013 china export forecast 2003. Prediction 22(3):21\u201326","journal-title":"Prediction"},{"issue":"17","key":"5900_CR16","first-page":"214","volume":"39","author":"Z Wei","year":"2019","unstructured":"Wei Z, Chao Y (2019) Project completion prediction optimization based on monte carlo simulation and earned value analysis. Sci technol manag res 39(17):214\u2013219","journal-title":"Sci technol manag res"},{"key":"5900_CR17","first-page":"33","volume":"02","author":"CAI Huan","year":"2017","unstructured":"Huan CAI (2017) Financial Crisis prediction based on genetic algorithm and LS-SVM. Statis Decis making 02:33\u201336","journal-title":"Statis Decis making"},{"key":"5900_CR18","first-page":"99","volume":"09","author":"W Zhigang","year":"2015","unstructured":"Zhigang W, Liang Q (2015) Research on asset management performance evaluation of administrative institutions \u2013 a method based on support vector machine. Econom Issues 09:99\u2013104","journal-title":"Econom Issues"},{"issue":"06","key":"5900_CR19","first-page":"84","volume":"29","author":"P Weiying","year":"2014","unstructured":"Weiying P (2014) Zhong Chunlan. J Beijing technol busin univ (soc sci edit) 29(06):84\u201393","journal-title":"J Beijing technol busin univ (soc sci edit)"},{"key":"5900_CR20","first-page":"66","volume":"27","author":"Zhang qian,","year":"2012","unstructured":"Zhang qian, (2012) Research on new economic growth point selection based on support vector machine. Statist inf forum 27:66\u201371","journal-title":"Statist inf forum"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-05900-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-021-05900-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-05900-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,2,7]],"date-time":"2022-02-07T09:09:24Z","timestamp":1644224964000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-021-05900-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,3,30]]},"references-count":20,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2022,2]]}},"alternative-id":["5900"],"URL":"https:\/\/doi.org\/10.1007\/s00521-021-05900-3","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,3,30]]},"assertion":[{"value":"8 December 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 March 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 March 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":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}