{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T16:27:18Z","timestamp":1783096038796,"version":"3.54.6"},"reference-count":19,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2023,2,17]],"date-time":"2023-02-17T00:00:00Z","timestamp":1676592000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,2,17]],"date-time":"2023-02-17T00:00:00Z","timestamp":1676592000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["SN COMPUT. SCI."],"DOI":"10.1007\/s42979-022-01619-7","type":"journal-article","created":{"date-parts":[[2023,2,17]],"date-time":"2023-02-17T13:09:09Z","timestamp":1676639349000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Emotion Detection-Based Video Recommendation System Using Machine Learning and Deep Learning Framework"],"prefix":"10.1007","volume":"4","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9427-478X","authenticated-orcid":false,"given":"Anuja","family":"Bokhare","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tripti","family":"Kothari","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,2,17]]},"reference":[{"issue":"7","key":"1619_CR1","doi-asserted-by":"publisher","first-page":"1103","DOI":"10.3390\/app8071103","volume":"8","author":"A Abdul","year":"2018","unstructured":"Abdul A, Chen J, Liao HY, Chang SH. An emotion-aware personalized music recommendation system using a convolutional neural networks approach. Appl Sci. 2018;8(7):1103.","journal-title":"Appl Sci"},{"issue":"1","key":"1619_CR2","doi-asserted-by":"publisher","first-page":"012070","DOI":"10.1088\/1757-899X\/1070\/1\/012070","volume":"1070","author":"N Sindhu","year":"2021","unstructured":"Sindhu N, Jerritta S, Anjali R. Emotion driven mood enhancing multimedia recommendation system using physiological signal. In IOP Conf Series: Mater Sci Eng. 2021;1070(1):012070.","journal-title":"In IOP Conf Series: Mater Sci Eng"},{"key":"1619_CR3","unstructured":"Dusi S, Teja KK, Kumar GM. Real-time facial expression and emotion recognition for recommendation of youtube videos. Turk Physiotherapy Rehabil 32:2."},{"key":"1619_CR4","unstructured":"Zhang, H., Zhao, C., Zhang, Y., Wang, D., & Yang, H. (2021). Deep Latent Emotion Network for Multi-Task Learning. arXiv preprint arXiv:2104.08716."},{"issue":"3","key":"1619_CR5","doi-asserted-by":"publisher","first-page":"032076","DOI":"10.1088\/1742-6596\/1650\/3\/032076","volume":"1650","author":"J Zhang","year":"2020","unstructured":"Zhang J. Movies and pop songs recommendation system by emotion detection through facial recognition. In J Phy Conf Ser. 2020;1650(3):032076.","journal-title":"In J Phy Conf Ser"},{"key":"1619_CR6","doi-asserted-by":"crossref","unstructured":"Parkhi OM, Vedaldi A, Zisserman A. Deep face recognition; 2015, p. 1\u201312.","DOI":"10.5244\/C.29.41"},{"issue":"6","key":"1619_CR7","doi-asserted-by":"publisher","first-page":"062036","DOI":"10.1088\/1742-6596\/1087\/6\/062036","volume":"1087","author":"Z Zhang","year":"2018","unstructured":"Zhang Z. Deep face emotion recognition. J Phys Conf Ser. 2018;1087(6):062036.","journal-title":"J Phys Conf Ser"},{"key":"1619_CR8","first-page":"362","volume":"64","author":"R Padilla","year":"2012","unstructured":"Padilla R, Costa Filho CFF, Costa MGF. Evaluation of Haar cascade classifiers designed for face detection. World Acad Sci Eng Technol. 2012;64:362\u20135.","journal-title":"World Acad Sci Eng Technol"},{"issue":"12","key":"1619_CR9","first-page":"2278","volume":"8","author":"TR Phase","year":"2019","unstructured":"Phase TR, Patil SS. Building custom HAAR-Cascade classifier for face detection. Int J Eng Res Technol (IJERT) 2019;8(12):2278\u20130181.","journal-title":"Int J Eng Res Technol (IJERT)"},{"key":"1619_CR10","doi-asserted-by":"crossref","unstructured":"Yin, X., Yu, X., Sohn, K., Liu, X., & Chandraker, M. (2018). Feature transfer learning for deep face recognition with under-represented data. arXiv preprint arXiv:1803.09014.","DOI":"10.1109\/CVPR.2019.00585"},{"key":"1619_CR11","doi-asserted-by":"crossref","unstructured":"De Silva, L. C., & Ng, P. C. (2000). Bimodal emotion recognition. In Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580) (pp. 332\u2013335). IEEE.","DOI":"10.1109\/AFGR.2000.840655"},{"issue":"8","key":"1619_CR12","first-page":"701","volume":"7","author":"V Babanne","year":"2020","unstructured":"Babanne V, Borgaonkar M, Katta M, Kudale P, Deshpande V. Emotion based personalized recommendation system. Int Res J Eng Technol (IRJET) 2020;7(8):701\u2013705.","journal-title":"Int Res J Eng Technol (IRJET)"},{"issue":"2","key":"1619_CR13","doi-asserted-by":"publisher","first-page":"196","DOI":"10.1109\/TCE.2018.2844736","volume":"64","author":"D Ayata","year":"2018","unstructured":"Ayata D, Yaslan Y, Kamasak ME. Emotion based music recommendation system using wearable physiological sensors. IEEE Trans Consum Electron. 2018;64(2):196\u2013203.","journal-title":"IEEE Trans Consum Electron"},{"key":"1619_CR14","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1016\/j.inffus.2018.09.001","volume":"49","author":"E Kanjo","year":"2019","unstructured":"Kanjo E, Younis EM, Ang CS. Deep learning analysis of mobile physiological, environmental and location sensor data for emotion detection. Inf Fus. 2019;49:46\u201356.","journal-title":"Inf Fus"},{"key":"1619_CR15","unstructured":"Spiers DL. Facial emotion detection using deep learning; 2016, p. 1\u201384."},{"key":"1619_CR16","doi-asserted-by":"crossref","unstructured":"Meenakshi, K., Sunder, R., Kumar, A., & Sharma, N. (2017, May). An intelligent smart tutor system based on emotion analysis and recommendation engine. In 2017 International Conference on IoT and Application (ICIOT) (pp. 1\u20134). IEEE.","DOI":"10.1109\/ICIOTA.2017.8073608"},{"key":"1619_CR17","doi-asserted-by":"crossref","unstructured":"Khan, M., Chakraborty, S., Astya, R., & Khepra, S. (2019, October). Face Detection and Recognition Using OpenCV. In 2019 International Conference on Computing, Communication, and Intelligent Systems (ICCCIS) (pp. 116\u2013119). IEEE.","DOI":"10.1109\/ICCCIS48478.2019.8974493"},{"key":"1619_CR18","doi-asserted-by":"crossref","unstructured":"Gilda, S., Zafar, H., Soni, C., & Waghurdekar, K. (2017). Smart music player integrating facial emotion recognition and music mood recommendation. In 2017 International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET) (pp. 154\u2013158). IEEE.","DOI":"10.1109\/WiSPNET.2017.8299738"},{"issue":"1","key":"1619_CR19","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1007\/s10844-018-0517-4","volume":"53","author":"L Guo","year":"2019","unstructured":"Guo L, Liang J, Zhu Y, Luo Y, Sun L, Zheng X. Collaborative filtering recommendation based on trust and emotion. J Intell Inf Syst. 2019;53(1):113\u201335.","journal-title":"J Intell Inf Syst"}],"container-title":["SN Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s42979-022-01619-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s42979-022-01619-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s42979-022-01619-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,4,30]],"date-time":"2023-04-30T10:08:55Z","timestamp":1682849335000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s42979-022-01619-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,17]]},"references-count":19,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2023,5]]}},"alternative-id":["1619"],"URL":"https:\/\/doi.org\/10.1007\/s42979-022-01619-7","relation":{},"ISSN":["2661-8907"],"issn-type":[{"value":"2661-8907","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,2,17]]},"assertion":[{"value":"1 November 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 December 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 February 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"No conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of Interest"}}],"article-number":"215"}}