{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T13:42:19Z","timestamp":1774359739606,"version":"3.50.1"},"reference-count":28,"publisher":"Wiley","license":[{"start":{"date-parts":[[2022,1,6]],"date-time":"2022-01-06T00:00:00Z","timestamp":1641427200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2022,1,6]]},"abstract":"<jats:p>Decision support technology has become a key link in modern information strategy. With the deepening of research, introduced expert systems have been introduced into decision support systems. In this way, decision support systems gradually become more uncertain and capable of handling uncertainties. The development direction of decision support system is typically based on qualitative analysis. Intelligent decision support system is a system that combines decision support system with artificial intelligence technology. This study attempts to assess in an innovative way the relationship between financing constraints, entrepreneurship, and agricultural firms. The most recently proposed intelligent decision support system, AI-assisted Intelligent Decision Support System (AIIDSS), is used to predict the impact of entrepreneurship on corporate performance. The paper constructs an entrepreneurship index from five aspects: innovation, competitiveness, human capital accumulation, management capability, and adventurous spirit. The method intends to construct the Kaplan\u2013Zingales (KZ) index to evaluate financing constraints. Through an empirical study, it was found that entrepreneurship can significantly promote the growth of listed agricultural companies. The study can drastically reduce the difficulties involved in financing constraints normally faced by agricultural companies. The impact paths include increasing agricultural company operating cash flow, improving stock liquidity, and increasing debt financing. The research suggests that if listed agricultural companies are to improve financing constraints, entrepreneurs must improve their own competitiveness and management capabilities. This will help in reasonably controlling research and development investment besides the impulse to take risks. As the growth of an enterprise relies on considering the determinants of financing constraints, this research provides an effective investigation technique. Moreover, the findings of the study will help entrepreneurs, particularly agricultural companies, to bear most of the risks and to avail most of the opportunities.<\/jats:p>","DOI":"10.1155\/2022\/1634677","type":"journal-article","created":{"date-parts":[[2022,1,7]],"date-time":"2022-01-07T02:05:08Z","timestamp":1641521108000},"page":"1-9","source":"Crossref","is-referenced-by-count":8,"title":["Analyzing Relationship between Financing Constraints, Entrepreneurship, and Agricultural Company Using AI-Based Decision Support System"],"prefix":"10.1155","volume":"2022","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5339-7310","authenticated-orcid":true,"given":"Xiaohu","family":"Liu","sequence":"first","affiliation":[{"name":"Department of Economics and Trade, Xinjiang Agricultural University, Urumqi 830000, Xinjiang, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0435-7205","authenticated-orcid":true,"given":"Han","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Economics and Trade, Xinjiang Agricultural University, Urumqi 830000, Xinjiang, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8815-6522","authenticated-orcid":true,"given":"Hong","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Economics and Trade, Xinjiang Agricultural University, Urumqi 830000, Xinjiang, China"}]}],"member":"311","reference":[{"issue":"01","key":"1","first-page":"52","article-title":"Financial development and private enterprise financing constraints","volume":"30","author":"L. Ling","year":"2017","journal-title":"Management Journal"},{"issue":"03","key":"2","first-page":"89","article-title":"Innovative spirit, adventurous spirit and corporate growth: an empirical test of the impact of entrepreneurship based on listed company data","author":"X. Liu","year":"2020","journal-title":"China Economic Report"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2007.01.007"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.3390\/su7021957"},{"key":"5","doi-asserted-by":"crossref","DOI":"10.3386\/w2387","volume-title":"Financing Constraints and Corporate Investment (No. W2387)","author":"S. Fazzari","year":"1987"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.2307\/3666202"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1162\/003355300554782"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.euroecorev.2012.07.007"},{"key":"9","doi-asserted-by":"crossref","DOI":"10.3386\/w15498","volume-title":"Financing Constraints and Entrepreneurship (No. W15498)","author":"W. Kerr","year":"2009"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1093\/rfs\/hhg013"},{"key":"11","volume-title":"Firms\u2019 Financial Constraints and Exporting Tendency in Pakistan","author":"S. M. A. Kazmi","year":"2020"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.2307\/2937820"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1515\/jeb-2016-0002"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/j.jedc.2016.03.010"},{"key":"15","volume-title":"Creating Access to Agricultural Finance Based on a Horizontal Study of Cambodia, Mali, Senegal, Tanzania, Thailand and Tunisia","author":"R. Jessop","year":"2012"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1007\/s13369-021-05886-z"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1007\/s40070-018-0078-3"},{"issue":"02","key":"18","first-page":"70","article-title":"Banking relationship and corporate financing constraints\u2014\u2014based on empirical evidence from Chinese private listed companies","author":"B. Huang","year":"2019","journal-title":"Journal of Xiamen University"},{"issue":"10","key":"19","first-page":"116","article-title":"Can supply chain finance alleviate the financing constraints of technology-based small and medium-sized enterprises?\u2014based on the empirical data of small and medium-sized listed companies","author":"J. Liu","year":"2019","journal-title":"Accounting Friends"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1016\/0883-9026(94)00014-x"},{"issue":"1","key":"21","first-page":"133","article-title":"Textbook entrepreneurship: comment on Johansson","volume":"3","author":"W. J. Baumol","year":"2006","journal-title":"Econ Journal Watch"},{"key":"22","volume-title":"Measuring Entrepreneurship: Conceptual Frameworks and Empiricial Indicators","author":"K. Godin","year":"2008"},{"issue":"03","key":"23","first-page":"184","article-title":"Research on the financing constraint level of agricultural listed companies\u2014based on the analysis of stochastic frontier method","volume":"34","author":"J. Yi","year":"2015","journal-title":"Enterprise Economics"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1111\/1467-937x.00177"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1162\/itgg.2006.1.1.97"},{"issue":"1","key":"26","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1111\/j.1740-9713.2010.00402.x","article-title":"Who creates the jobs?","volume":"7","author":"M. Anyadike\u2010Danes","year":"2010","journal-title":"Significance"},{"issue":"3","key":"27","first-page":"263","article-title":"Ultimate control and expropriation of minority shareholders: new evidence from Taiwan","volume":"31","author":"Y. H. Yeh","year":"2003","journal-title":"Academia Economic Papers"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1162\/003355397555163"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/1634677.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/1634677.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/1634677.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,7]],"date-time":"2022-01-07T02:05:22Z","timestamp":1641521122000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2022\/1634677\/"}},"subtitle":[],"editor":[{"given":"Rahman","family":"Ali","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2022,1,6]]},"references-count":28,"alternative-id":["1634677","1634677"],"URL":"https:\/\/doi.org\/10.1155\/2022\/1634677","relation":{},"ISSN":["1875-919X","1058-9244"],"issn-type":[{"value":"1875-919X","type":"electronic"},{"value":"1058-9244","type":"print"}],"subject":[],"published":{"date-parts":[[2022,1,6]]}}}