{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T00:04:00Z","timestamp":1772841840937,"version":"3.50.1"},"reference-count":17,"publisher":"Wiley","license":[{"start":{"date-parts":[[2021,8,18]],"date-time":"2021-08-18T00:00:00Z","timestamp":1629244800000},"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":[[2021,8,18]]},"abstract":"<jats:p>The poor comprehensiveness of the evaluation indexes of quality evaluation methods for the traditional college mathematics teaching model reform results in low accuracy of the evaluation outcomes. In this paper, aiming at this problem, a quality evaluation method for the college mathematics teaching model reform, based on the genetic algorithm, is proposed. The simulated annealing algorithm uses the weighted comprehensive objective evaluation multiobjective optimization effect that can effectively improve the accuracy of the evaluation results. In the training process, the gradient descent back-propagation training method is used to obtain new weights for the quality evaluation of college mathematics teaching mode reforms and to score various indicators and evaluate the indicators. The mean value of the outcomes is the result of mathematics teaching quality evaluation. The experimental results show that the training error of the convolutional network of the proposed method is significantly small. Based on the genetic algorithm that improves the convolutional network training process, the obtained quality evaluation outcomes are higher in accuracy, better in goodness of fitness function, and considerably lower than other state-of-the-art methods. We observed that the improved genetic algorithm has a more than 90% goodness of fit and the error is significantly lower, that is, 0.01 to 0.04, than the classical genetic algorithm.<\/jats:p>","DOI":"10.1155\/2021\/6395349","type":"journal-article","created":{"date-parts":[[2021,8,19]],"date-time":"2021-08-19T18:53:03Z","timestamp":1629399183000},"page":"1-10","source":"Crossref","is-referenced-by-count":24,"title":["Quality Evaluation Method of a Mathematics Teaching Model Reform Based on an Improved Genetic Algorithm"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8147-6507","authenticated-orcid":true,"given":"Yun","family":"Yang","sequence":"first","affiliation":[{"name":"School of Physical and Mathematical Sciences, Nanjing Tech University, Nanjing, Jiangsu 211800, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"issue":"5","key":"1","first-page":"21","article-title":"New revival phenomena for linear integro\u2013differential equations","volume":"31","author":"L. 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Abdelhadi","year":"2019","journal-title":"International Journal of Engineering Education"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1002\/cae.22349"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.3233\/jifs-189357"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/5577167"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2019.2958550"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-020-05069-2"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2021\/6395349.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2021\/6395349.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2021\/6395349.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,8,19]],"date-time":"2021-08-19T18:53:14Z","timestamp":1629399194000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2021\/6395349\/"}},"subtitle":[],"editor":[{"given":"Mian Ahmad","family":"Jan","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2021,8,18]]},"references-count":17,"alternative-id":["6395349","6395349"],"URL":"https:\/\/doi.org\/10.1155\/2021\/6395349","relation":{},"ISSN":["1875-919X","1058-9244"],"issn-type":[{"value":"1875-919X","type":"electronic"},{"value":"1058-9244","type":"print"}],"subject":[],"published":{"date-parts":[[2021,8,18]]}}}