{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T03:24:15Z","timestamp":1773804255964,"version":"3.50.1"},"reference-count":56,"publisher":"MDPI AG","issue":"5","license":[{"start":{"date-parts":[[2022,8,24]],"date-time":"2022-08-24T00:00:00Z","timestamp":1661299200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Studying the impact of green and high-quality development is of great significance to the healthy growth and sustainable development of enterprises. This paper discusses the influencing factors of the green and high-quality development of enterprises from the perspective of ownership structure and innovation ability, aiming to clarify the impact mechanism of these influencing factors on the green development of enterprises, and combined with emerging machine learning technologies, to propose a novel and effective corporate green high-quality development using a regression prediction model for quality development. Linear regression and one-way ANOVA were used to analyze the influence of each variable on the green and high-quality development of the enterprise, and the weight proportions of each influencing factor under the linear model were obtained. Two machine learning models based on the random forest (RF) algorithm and support vector machine algorithm were established, and the random parameters in the two machine learning algorithms were optimized by a genetic algorithm (GA). The reliability and accuracy of machine learning models and multivariate linear models were compared. The results show that the GA\u2013RF model has superior regression performance compared with other prediction models. This paper provides a convenient machine learning model, which can quickly and effectively predict the green and high-quality development of enterprises, and provide help for enterprise decision-making and government policy formulation.<\/jats:p>","DOI":"10.3390\/systems10050128","type":"journal-article","created":{"date-parts":[[2022,8,25]],"date-time":"2022-08-25T01:50:26Z","timestamp":1661392226000},"page":"128","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Effective Evaluation of Green and High-Quality Development Capabilities of Enterprises Using Machine Learning Combined with Genetic Algorithm Optimization"],"prefix":"10.3390","volume":"10","author":[{"given":"Dongxue","family":"Zhai","sequence":"first","affiliation":[{"name":"School of Economics and Management, Harbin Institute of Technology (Shenzhen), Shenzhen 518000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xuefeng","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Harbin Institute of Technology (Shenzhen), Shenzhen 518000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanfei","family":"Bai","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Harbin Institute of Technology (Shenzhen), Shenzhen 518000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Delin","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Harbin Institute of Technology (Shenzhen), Shenzhen 518000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,8,24]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1016\/j.eneco.2015.01.024","article-title":"China\u2019s regional sustainability and diversified resource allocation: DEA environmental assessment on economic development and air pollution","volume":"49","author":"Sueyoshi","year":"2015","journal-title":"Energy Econ."},{"key":"ref_2","first-page":"26","article-title":"Measurement of China\u2019s high-quality development and analysis of provincial status","volume":"37","author":"Nie","year":"2020","journal-title":"Quant. 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