{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:56:42Z","timestamp":1777705002233,"version":"3.51.4"},"reference-count":22,"publisher":"SAGE Publications","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2021,2,2]]},"abstract":"<jats:p>Due to the complexity of English machine translation technology and its broad application prospects, many experts and scholars have invested more energy to analyze it. In view of the complex and changeable English forms, the large difference between Chinese and English word order, and insufficient Chinese-English parallel corpus resources, this paper uses deep learning to complete the conversion between Chinese and English. The research focus of this paper is how to use language pairs with rich parallel corpus resources to improve the performance of Chinese-English neural machine translation, that is, to use multi-task learning to train neural machine translation models. Moreover, this research proposes a low-resource neural machine translation method based on weight sharing, which uses the weight-sharing method to improve the performance of Chinese-English low-resource neural machine translation. In addition, this study designs a control experiment to analyze the effectiveness of this study model. The research results show that the model proposed in this paper has a certain effect.<\/jats:p>","DOI":"10.3233\/jifs-189234","type":"journal-article","created":{"date-parts":[[2020,9,8]],"date-time":"2020-09-08T10:31:16Z","timestamp":1599561076000},"page":"2385-2395","source":"Crossref","is-referenced-by-count":52,"title":["Automatic translation of spoken English based on improved machine learning algorithm"],"prefix":"10.1177","volume":"40","author":[{"given":"Lin","family":"Lin","sequence":"first","affiliation":[{"name":"Cangzhou Normal University, Cangzhou, Hebei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Liu","sequence":"additional","affiliation":[{"name":"Cangzhou Normal University, Cangzhou, Hebei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xuebing","family":"Zhang","sequence":"additional","affiliation":[{"name":"Cangzhou Normal University, Cangzhou, Hebei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiufang","family":"Liang","sequence":"additional","affiliation":[{"name":"Cangzhou Normal University, Cangzhou, Hebei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"4","key":"10.3233\/JIFS-189234_ref1","doi-asserted-by":"crossref","first-page":"2021","DOI":"10.1166\/jctn.2017.6537","article-title":"Intelligent model view controller based semantic webservice call through mishmash text featuring technique","volume":"14","author":"Kumar","year":"2017","journal-title":"Journal of Computational & Theoretical Nanoscience"},{"issue":"11","key":"10.3233\/JIFS-189234_ref2","doi-asserted-by":"crossref","first-page":"2298","DOI":"10.1109\/TPAMI.2016.2646371","article-title":"An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition","volume":"39","author":"Shi","year":"2017","journal-title":"Ieee Transactions on Pattern Analysis & Machine Intelligence"},{"issue":"106","key":"10.3233\/JIFS-189234_ref3","first-page":"49","article-title":"Java tutoring system with facial and text emotion recognition","volume":"106","author":"Zatarain-Cabada","year":"2015","journal-title":"International Journal of Advanced Computer Research"},{"issue":"5","key":"10.3233\/JIFS-189234_ref4","doi-asserted-by":"crossref","first-page":"418","DOI":"10.17706\/jsw.11.4.418-430","article-title":"Polynomial neural networks versus other arabic text classifiers","volume":"11","author":"Al-Tahraw","year":"2016","journal-title":"Journal of Software"},{"issue":"3","key":"10.3233\/JIFS-189234_ref5","doi-asserted-by":"crossref","first-page":"480","DOI":"10.1111\/coin.12064","article-title":"Document clustering with dual supervision through feature reweighting","volume":"32","author":"Hu","year":"2016","journal-title":"Computational Intelligence"},{"key":"10.3233\/JIFS-189234_ref6","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.inffus.2017.05.003","article-title":"A social-aware online short-text feature selection technique for social media","volume":"40","author":"Tommasel","year":"2017","journal-title":"Information Fusion"},{"key":"10.3233\/JIFS-189234_ref7","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1007\/978-81-322-2009-1_56","article-title":"Odia running text recognition using moment-based feature extraction and mean distance classification technique","volume":"309","author":"Nayak","year":"2015","journal-title":"Advances in Intelligent Systems & Computing"},{"issue":"17","key":"10.3233\/JIFS-189234_ref8","doi-asserted-by":"crossref","first-page":"30","DOI":"10.5120\/ijca2015906720","article-title":"An advanced fuzzy constructing algorithm for feature discovery in text mining","volume":"127","author":"Ramalakshmi","year":"2015","journal-title":"International Journal of Computer Applications"},{"issue":"2015","key":"10.3233\/JIFS-189234_ref9","doi-asserted-by":"crossref","first-page":"439","DOI":"10.28945\/2317","article-title":"Scaffolding students\u2019 independent decoding of unfamiliar text with a prototype of an eBook-feature","volume":"14","author":"Gissel","year":"2015","journal-title":"Journal of Information Technology Education Research"},{"issue":"3","key":"10.3233\/JIFS-189234_ref10","first-page":"61","article-title":"Scene text localization using object detection based on filtered feature channels and crosswise region merging","volume":"21","author":"Oki.","year":"2015","journal-title":"Growth & Change"},{"issue":"7","key":"10.3233\/JIFS-189234_ref11","doi-asserted-by":"crossref","first-page":"223","DOI":"10.26438\/ijcse\/v6i7.223227","article-title":"Relevance feature search for text mining using FClustering algorithm","volume":"6","author":"Kamble","year":"2018","journal-title":"International Journal of Computer Sciences & Engineering"},{"issue":"3","key":"10.3233\/JIFS-189234_ref12","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1504\/IJDMMM.2017.086583","article-title":"Multi-label text classification using optimised feature sets","volume":"9","author":"Maruthupandi","year":"2017","journal-title":"International Journal of Data Mining Modelling & Management"},{"issue":"4","key":"10.3233\/JIFS-189234_ref13","first-page":"64","article-title":"Efficient feature extraction for text mining","volume":"10","author":"Pandi","year":"2016","journal-title":"Advances in Natural & Applied Sciences"},{"issue":"11","key":"10.3233\/JIFS-189234_ref14","doi-asserted-by":"crossref","first-page":"67","DOI":"10.14257\/ijsia.2016.10.11.06","article-title":"A fingerprint feature extraction algorithm based on optimal decision for text copy detection","volume":"10","author":"Wu","year":"2016","journal-title":"International Journal of Security & Its Applications"},{"issue":"1","key":"10.3233\/JIFS-189234_ref15","first-page":"1","article-title":"Text-independent speaker identification based on selection of the most similar feature vectors","volume":"20","author":"Soleymanpour","year":"2016","journal-title":"International Journal of Speech Technology"},{"issue":"3","key":"10.3233\/JIFS-189234_ref16","doi-asserted-by":"crossref","first-page":"42","DOI":"10.5815\/ijisa.2016.03.05","article-title":"IGICA: a hybrid feature selection approach in text categorization","volume":"8","author":"Mojaveriyan","year":"2016","journal-title":"International Journal of Intelligent Systems Technologies & Applications"},{"issue":"4","key":"10.3233\/JIFS-189234_ref17","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1515\/jaiscr-2015-0031","article-title":"Feature selection using particle swarm optimization in text categorization","volume":"5","author":"Aghdam","year":"2015","journal-title":"Journal of Artificial Intelligence & Soft Computing Research"},{"issue":"2","key":"10.3233\/JIFS-189234_ref18","doi-asserted-by":"crossref","first-page":"1659","DOI":"10.3233\/JIFS-179230","article-title":"Research on the evaluation of public policy execution ability with picture fuzzy information","volume":"37","author":"Zhao","year":"2019","journal-title":"Journal of Intelligent & Fuzzy Systems"},{"issue":"17","key":"10.3233\/JIFS-189234_ref19","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5120\/19414-9005","article-title":"Feature selection and reduction for persian text classification","volume":"109","author":"Robati","year":"2015","journal-title":"International Journal of Computer Applications"},{"issue":"6","key":"10.3233\/JIFS-189234_ref20","doi-asserted-by":"crossref","first-page":"33","DOI":"10.5815\/ijisa.2015.06.03","article-title":"Evaluation of feature selection approaches for urdu text categorization","volume":"07","author":"Zia","year":"2015","journal-title":"International Journal of Intelligent Systems Technologies & Applications"},{"issue":"1","key":"10.3233\/JIFS-189234_ref21","doi-asserted-by":"crossref","first-page":"481","DOI":"10.3233\/JIFS-179102","article-title":"An optimization model for poverty alleviation fund audit mode based on BP neural network","volume":"37","author":"Wang","year":"2019","journal-title":"Journal of Intelligent & Fuzzy Systems"},{"issue":"2","key":"10.3233\/JIFS-189234_ref22","first-page":"93","article-title":"Comparative study of feature selection approaches for urdu text categorization","volume":"28","author":"zia","year":"2015","journal-title":"Malaysian Journal of Computer Science"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-189234","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:42:38Z","timestamp":1777455758000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-189234"}},"subtitle":[],"editor":[{"given":"Neal","family":"Wagner","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"family":"Sundhararajan","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"Le Hoang","family":"Son","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"Meng","family":"Joo","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2021,2,2]]},"references-count":22,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.3233\/jifs-189234","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,2,2]]}}}