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However, compared with other enterprises, agricultural enterprises are facing serious financial problems. Financing difficulty is essentially a question of financing efficiency. Based on the DEA method, this paper evaluates the financing efficiency of 39 agricultural listed companies in China from 2013 to 2017. The results suggest that the financing efficiency is generally low, and the Total Factor Productivity of agricultural enterprises\u2019 financing has a tendency to decrease first and then increase. The influencing factors of financing efficiency are analyzed using the Tobit regression model and the random forest regression model. And we find the following: (1) The random forest regression model significantly outperformed the Tobit regression model, with determination coefficients (R<jats:sup>2<\/jats:sup>) greater than 0.9 in full sample sets. (2) Total liability, financial expenses, return on total assets, and inventory turnover rate are important factors affecting financing efficiency of agricultural listed companies. (3) Return on total assets and inventory turnover rate promote the financing efficiency, while total liability and financial expenses reduce financing efficiency. Finally, the paper makes some suggestions for the financing of agricultural enterprises.<\/jats:p>","DOI":"10.1155\/2019\/9190273","type":"journal-article","created":{"date-parts":[[2019,7,10]],"date-time":"2019-07-10T23:32:53Z","timestamp":1562801573000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":23,"title":["Analysis of Financing Efficiency of Chinese Agricultural Listed Companies Based on Machine Learning"],"prefix":"10.1155","volume":"2019","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6354-9349","authenticated-orcid":false,"given":"Lixia","family":"Liu","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1182-1838","authenticated-orcid":false,"given":"Xueli","family":"Zhan","sequence":"additional","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2019,7,10]]},"reference":[{"key":"e_1_2_9_1_2","doi-asserted-by":"publisher","DOI":"10.1016\/S2095-3119(13)60435-9"},{"key":"e_1_2_9_2_2","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/2369423"},{"key":"e_1_2_9_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/S2095-3119(13)60698-X"},{"key":"e_1_2_9_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/0306-9192(95)00047-X"},{"key":"e_1_2_9_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/0048-7333(82)90054-3"},{"key":"e_1_2_9_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.worlddev.2016.03.003"},{"key":"e_1_2_9_7_2","doi-asserted-by":"publisher","DOI":"10.1016\/0306-9192(93)90002-S"},{"key":"e_1_2_9_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jrurstud.2015.06.007"},{"key":"e_1_2_9_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jdeveco.2017.03.001"},{"key":"e_1_2_9_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.pursup.2018.08.003"},{"key":"e_1_2_9_11_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0306-9192(98)00067-0"},{"key":"e_1_2_9_12_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.wdp.2016.11.011"},{"key":"e_1_2_9_13_2","first-page":"243","article-title":"Research on the financing efficiency of listed machinery manufacturing companies in jiangsu province based on the malmquist index model","volume":"9","author":"Geng C.","year":"2017","journal-title":"International Journal of Arts & Sciences"},{"key":"e_1_2_9_14_2","first-page":"652","article-title":"The evaluation of equity financing efficiency for listed companies based on super-efficiency DEA model","volume":"32","author":"Li Q.","year":"2017","journal-title":"Evista de la Facultad de Ingenier\u00eda"},{"key":"e_1_2_9_15_2","doi-asserted-by":"publisher","DOI":"10.1080\/14616710701477888"},{"key":"e_1_2_9_16_2","doi-asserted-by":"publisher","DOI":"10.1080\/00220380903104974"},{"key":"e_1_2_9_17_2","first-page":"71","article-title":"Evaluation of financing efficiency of listed companies in photovoltaic industry based on deamodel","volume":"25","author":"Ma L.","year":"2017","journal-title":"Light & Engineering"},{"key":"e_1_2_9_18_2","doi-asserted-by":"publisher","DOI":"10.1155\/2016\/3236897"},{"key":"e_1_2_9_19_2","first-page":"78","article-title":"A research on financing efficiency of SMEs in neeq market:Private placement based on three stage DEA model","volume":"32","author":"Sheng C.","year":"2017","journal-title":"Journal of Audit & Economics"},{"key":"e_1_2_9_20_2","doi-asserted-by":"publisher","DOI":"10.1016\/0377-2217(78)90138-8"},{"key":"e_1_2_9_21_2","doi-asserted-by":"publisher","DOI":"10.4236\/ojapps.2017.74015"},{"key":"e_1_2_9_22_2","first-page":"77","article-title":"A study on financing efficiency evaluation and its influencing factors of environmental protection industry in China","volume":"30","author":"Pan Y.","year":"2016","journal-title":"East China Economic Management"},{"key":"e_1_2_9_23_2","first-page":"103","article-title":"The impact of collaboration between internal governance and external financing on enterprises\u2019 productivity","volume":"9","author":"Wang Y.","year":"2018","journal-title":"Industrial Economic Review"},{"key":"e_1_2_9_24_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1468-0351.2008.00328.x"},{"key":"e_1_2_9_25_2","first-page":"71","article-title":"Research on the measurement of SMEs financing efficiency in Chinas New Third Board","volume":"385","author":"Wu Y.","year":"2019","journal-title":"Hubei Social Sciences"},{"key":"e_1_2_9_26_2","first-page":"559","article-title":"Financial dependence and growth","volume":"88","author":"Rajan R. 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