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As a novel machine learning theory, Deep Learning (DL) not only highlights the depth of the learning model but also emphasizes the significance of Feature Learning (FL) for the network model, and it has made several research achievements in FER. Here, the present research states are examined typically from the latest FE extraction algorithm as well as the FER centered on DL. The research on classifiers gathered from recent papers discloses a more powerful as well as reliable comprehending of the peculiar traits of classifiers for research fellows. At the ending of the survey, few problems in addition to chances that are required to be tackled in the upcoming future are presented. <\/jats:p>","DOI":"10.1142\/s0219467822400058","type":"journal-article","created":{"date-parts":[[2021,12,16]],"date-time":"2021-12-16T10:43:51Z","timestamp":1639651431000},"source":"Crossref","is-referenced-by-count":9,"title":["A Survey on Various Deep Learning Algorithms for an Efficient Facial Expression Recognition System"],"prefix":"10.1142","volume":"23","author":[{"given":"Rudranath","family":"Banerjee","sequence":"first","affiliation":[{"name":"Computer Science and Engineering NIT Nagaland, India"}]},{"given":"Sourav","family":"De","sequence":"additional","affiliation":[{"name":"Computer Science and Engineering CGEC Cooch Behar, India"}]},{"given":"Shouvik","family":"Dey","sequence":"additional","affiliation":[{"name":"Computer Science and Engineering NIT Nagaland, India"}]}],"member":"219","published-online":{"date-parts":[[2021,12,15]]},"reference":[{"key":"S0219467822400058BIB001","first-page":"1","volume":"58","author":"Sharma R.","year":"2020","journal-title":"Biomed. 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