{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:45:45Z","timestamp":1777704345576,"version":"3.51.4"},"reference-count":30,"publisher":"SAGE Publications","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2021,4,12]]},"abstract":"<jats:p>The qualitative analysis results of teachers\u2019 abilities are difficult to quantify, and ability problems in the teaching process are difficult to be effectively measured. In order to study methods to improve teachers\u2019 teaching abilities, this paper builds a corresponding teacher competence evaluation model based on machine learning and digital twin technology, establishes a data collection model for teachers\u2019 professional competence, and establishes a data fusion model. It includes data cleaning model based on XML information template, data integration model, multi-index screening mechanism and clustering strategy based on perturbation attributes. On this basis, this paper uses decision tree algorithm, random forest algorithm and neural network algorithm to construct three scheduling rule mining models aiming at teachers\u2019 professional ability. In addition, this paper establishes a digital twin-driven multi-knowledge model scheduling optimization architecture that uses the three scheduling rules mined. The research results show that the model constructed in this paper has good performance.<\/jats:p>","DOI":"10.3233\/jifs-189557","type":"journal-article","created":{"date-parts":[[2020,12,22]],"date-time":"2020-12-22T15:00:54Z","timestamp":1608649254000},"page":"7323-7334","source":"Crossref","is-referenced-by-count":12,"title":["Research on the improvement of teachers\u2019 teaching ability based on machine learning and digital twin technology"],"prefix":"10.1177","volume":"40","author":[{"given":"Chen","family":"Siyan","sequence":"first","affiliation":[{"name":"School of Health Sciences, Xinhua College of Sun Yat-sen University, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wang","family":"Tinghuai","sequence":"additional","affiliation":[{"name":"Xinhua College of Sun Yat-sen University, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Li","family":"Xiaomei","sequence":"additional","affiliation":[{"name":"Center For Faculty Development, Xinhua College of Sun Yat-sen University, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhu","family":"Liu","sequence":"additional","affiliation":[{"name":"Center For Faculty Development, Xinhua College of Sun Yat-sen University, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wu","family":"Danying","sequence":"additional","affiliation":[{"name":"Center For Faculty Development, Xinhua College of Sun Yat-sen University, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"1","key":"10.3233\/JIFS-189557_ref1","doi-asserted-by":"crossref","first-page":"54","DOI":"10.7821\/naer.2015.1.106","article-title":"Questionnaire evaluating teaching competencies in the university environment. Evaluation of teaching competencies in the university","volume":"4","author":"Murcia","year":"2015","journal-title":"Naer Journal of New Approaches in Educational Research"},{"issue":"11","key":"10.3233\/JIFS-189557_ref2","doi-asserted-by":"crossref","first-page":"12","DOI":"10.5815\/ijmecs.2015.11.02","article-title":"Research on Fuzzy Comprehensive Evaluation in Practice Teaching Assessment of Computer Majors","volume":"7","author":"Liu","year":"2015","journal-title":"International Journal of Modern Education & Computer Science"},{"issue":"1","key":"10.3233\/JIFS-189557_ref3","first-page":"1","article-title":"Teaching performance evaluation by means of a hierarchical multifactorial evaluation model based on type-2 fuzzy sets","volume":"46","author":"Zhou","year":"2016","journal-title":"Applied Intelligence"},{"issue":"1","key":"10.3233\/JIFS-189557_ref4","first-page":"60","article-title":"Evaluation of the Teaching Methods Used in Secondary School Biology Lessons","volume":"7","author":"Porozovs","year":"2015","journal-title":"Nephron Clinical Practice"},{"issue":"16","key":"10.3233\/JIFS-189557_ref5","doi-asserted-by":"crossref","first-page":"1768","DOI":"10.4236\/ce.2015.616179","article-title":"Evaluation of a Teaching Sequence Regarding Science, Technology and Society Values in Higher Education","volume":"6","author":"Oliveros","year":"2015","journal-title":"Creative Education"},{"key":"10.3233\/JIFS-189557_ref6","first-page":"1233","article-title":"The Evaluation of Teaching: Some Consequences for Latin America,20(67)","author":"Cer\u00f3n","year":"2015","journal-title":"Revista Mexicana De Investigacion Educativa"},{"issue":"3","key":"10.3233\/JIFS-189557_ref7","doi-asserted-by":"crossref","first-page":"166","DOI":"10.17706\/jcp.10.3.166-175","article-title":"Application of Data Mining in the Colleges\u2019 in-Class Teaching Quality Evaluation System","volume":"10","author":"Li","year":"2015","journal-title":"Journal of Computers"},{"issue":"1","key":"10.3233\/JIFS-189557_ref8","doi-asserted-by":"crossref","first-page":"95","DOI":"10.15760\/comminfolit.2017.11.1.37","article-title":"Teaching and Un-Teaching Source Evaluation: Questioning Authority in Information Literacy Instruction","volume":"11","author":"Angell","year":"2017","journal-title":"Communications in Information Literacy"},{"issue":"1","key":"10.3233\/JIFS-189557_ref9","first-page":"1","article-title":"\u2018Spector \u2013the sustainability inspector\u2019: Participatory teaching, learning and evaluation game for architects, architecture students and pupils","volume":"14","author":"Brkovic","year":"2016","journal-title":"Facta Universitatis"},{"issue":"4","key":"10.3233\/JIFS-189557_ref10","first-page":"139","article-title":"Student Evaluation of Teaching: An Investigation of Nonresponse Bias in an Online Context","volume":"38","author":"Reisenwitz","year":"2015","journal-title":"Journal of Marketing Education"},{"issue":"12","key":"10.3233\/JIFS-189557_ref11","doi-asserted-by":"crossref","first-page":"9848","DOI":"10.1166\/jctn.2016.5939","article-title":"Evaluation of Teaching Quality of Public Physical Education in Colleges Based on the Fuzzy Evaluation Theory","volume":"13","author":"Jiang","year":"2016","journal-title":"Journal of Computational and Theoretical Nanoence"},{"issue":"2","key":"10.3233\/JIFS-189557_ref12","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3138\/jvme.0315-030R","article-title":"A Guide for Making Valid Interpretations of Student Evaluation of Teaching (SET) Results","volume":"44","author":"Royal","year":"2016","journal-title":"Journal of Veterinary Medical Education"},{"issue":"2","key":"10.3233\/JIFS-189557_ref13","first-page":"109","article-title":"Blended learning versus traditional teaching-learning-setting: Evaluation of cognitive and affective learning outcomes for the inter-professional field of occupational medicine and prevention \/ Blended Learning versus traditionelles Lehr-Lernsetting: Evaluierung von kognitiven und affektiven Lernergebnissen f\u00fcr das interprofessionelle Arbeitsfeld Arbeitsmedizin und Pr\u00e4vention","volume":"4","author":"Eckler","year":"2017","journal-title":"Nephron Clinical Practice"},{"issue":"1","key":"10.3233\/JIFS-189557_ref14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s00268-016-3710-z","article-title":"Total Extraperitoneal Hernia Repair: Residency Teaching Program and Outcome Evaluation","volume":"41","author":"Garofalo","year":"2017","journal-title":"World Journal of Surgery"},{"issue":"14","key":"10.3233\/JIFS-189557_ref15","doi-asserted-by":"crossref","first-page":"1347","DOI":"10.1056\/NEJMra1814259","article-title":"Machine learning in medicine","volume":"380","author":"Rajkomar","year":"2019","journal-title":"New England Journal of Medicine"},{"key":"10.3233\/JIFS-189557_ref16","doi-asserted-by":"crossref","first-page":"35365","DOI":"10.1109\/ACCESS.2018.2836950","article-title":"Machine learning and deep learning methods for cybersecurity","volume":"6","author":"Xin","year":"2018","journal-title":"IEEE Access"},{"issue":"9","key":"10.3233\/JIFS-189557_ref17","doi-asserted-by":"crossref","first-page":"094104","DOI":"10.1103\/PhysRevB.89.094104","article-title":"Combinatorial screening for new materials in unconstrained composition space with machine learning","volume":"89","author":"Meredig","year":"2014","journal-title":"Physical Review B"},{"issue":"1","key":"10.3233\/JIFS-189557_ref18","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/npjcompumats.2016.28","article-title":"A general-purpose machine learning framework for predicting properties of inorganic materials","volume":"2","author":"Ward","year":"2016","journal-title":"npj Computational Materials"},{"issue":"17","key":"10.3233\/JIFS-189557_ref19","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1016\/j.agrformet.2019.05.018","article-title":"Incorporating machine learning with biophysical model can improve the evaluation of climate extremes impacts on wheat yield in south-eastern Australia","volume":"275","author":"Feng","year":"2019","journal-title":"Agricultural and Forest Meteorology"},{"issue":"2","key":"10.3233\/JIFS-189557_ref20","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1016\/j.csbj.2014.11.005","article-title":"Machine learning applications in cancer prognosis and prediction","volume":"13","author":"Kourou","year":"2015","journal-title":"Computational and Structural Biotechnology Journal"},{"issue":"4","key":"10.3233\/JIFS-189557_ref21","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1609\/aimag.v35i4.2513","article-title":"Power to the people: The role of humans in interactive machine learning","volume":"35","author":"Amershi","year":"2014","journal-title":"Ai Magazine"},{"key":"10.3233\/JIFS-189557_ref22","first-page":"351","article-title":"Investigations on a Hyper-logistic Model. Some Applications","volume":"28","author":"Kyurkchiev","year":"2019","journal-title":"Dynamic Systems and Applications"},{"issue":"3","key":"10.3233\/JIFS-189557_ref23","doi-asserted-by":"crossref","first-page":"477","DOI":"10.46719\/dsa20202937","article-title":"Based on BP nerve Research on the Stability Criterion of Fractional Differential Equations of Network Algorithm","volume":"29","author":"Ma","year":"2020","journal-title":"Dynamic Systems and Applications"},{"key":"10.3233\/JIFS-189557_ref24","doi-asserted-by":"crossref","first-page":"804","DOI":"10.1016\/j.oregeorev.2015.01.001","article-title":"Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines","volume":"71","author":"Rodriguez-Galiano","year":"2015","journal-title":"Ore Geology Reviews"},{"issue":"5","key":"10.3233\/JIFS-189557_ref25","doi-asserted-by":"crossref","first-page":"434","DOI":"10.1021\/acscentsci.7b00064","article-title":"Prediction of organic reaction outcomes using machine learning","volume":"3","author":"Coley","year":"2017","journal-title":"ACS central science"},{"issue":"3","key":"10.3233\/JIFS-189557_ref26","doi-asserted-by":"crossref","first-page":"1249","DOI":"10.1109\/JSYST.2015.2411856","article-title":"Cooperative cognitive intelligence for internet of vehicles","volume":"11","author":"Paul","year":"2017","journal-title":"IEEE Systems Journal"},{"issue":"5","key":"10.3233\/JIFS-189557_ref27","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1109\/MWC.2016.7721744","article-title":"Smartbuddy: defining human behaviors using big data analytics in social internet of things","volume":"23","author":"Paul","year":"2016","journal-title":"IEEE Wireless Communications"},{"issue":"S2","key":"10.3233\/JIFS-189557_ref28","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2331147.2331149","article-title":"Parallel reconfigurable computing-based mapping algorithm for motion estimation in advanced video coding","volume":"11","author":"Paul","year":"2012","journal-title":"ACM Transactions on Embedded Computing Systems (TECS)"},{"key":"10.3233\/JIFS-189557_ref29","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1016\/j.scs.2017.12.022","article-title":"Exploiting IoT and big data analytics: Defining smart digital city using real-time urban data","volume":"40","author":"Rathore","year":"2018","journal-title":"Sustainable Cities and Society"},{"issue":"1","key":"10.3233\/JIFS-189557_ref30","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1002\/hbe2.133","article-title":"Internet of Things: A primer","volume":"1","author":"Paul","year":"2019","journal-title":"R Jeyaraj Human Behavior and Emerging Technologies"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-189557","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:41:00Z","timestamp":1777455660000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-189557"}},"subtitle":[],"editor":[{"given":"Anand","family":"Paul","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"Simon K.S.","family":"Cheung","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"Chiung Ching","family":"Ho","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"Sadia","family":"Din","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2021,4,12]]},"references-count":30,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.3233\/jifs-189557","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,4,12]]}}}