{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T21:31:30Z","timestamp":1769895090597,"version":"3.49.0"},"publisher-location":"Cham","reference-count":27,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032145338","type":"print"},{"value":"9783032145345","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"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":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-14534-5_37","type":"book-chapter","created":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T09:23:14Z","timestamp":1769851394000},"page":"449-461","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Intelligent Virtual Interview\/Viva Systems: Integrating Emotion Recognition and\u00a0Behavioural Assessment for\u00a0Candidate Assessment"],"prefix":"10.1007","author":[{"given":"Ruchi","family":"Singh","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ramanujam","family":"Elangovan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Naresh Babu","family":"Muppalaneni","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Subham","family":"Gupta","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,2,1]]},"reference":[{"key":"37_CR1","doi-asserted-by":"crossref","unstructured":"Adepu, Y., Boga, V.R., Sairam, U.: Interviewee performance analyzer using facial emotion recognition and speech fluency recognition. In: 2020 IEEE International Conference for Innovation in Technology (INOCON), pp.\u00a01\u20135. IEEE (2020)","DOI":"10.1109\/INOCON50539.2020.9298427"},{"key":"37_CR2","doi-asserted-by":"crossref","unstructured":"Azizi, F.N., Kurniawardhani, A., Paputungan, I.V.: Facial expression image based emotion detection using convolutional neural network. In: 2022 IEEE 20th Student Conference on Research and Development (SCOReD), pp. 157\u2013162 (2022)","DOI":"10.1109\/SCOReD57082.2022.9974104"},{"key":"37_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2021\/5570870","volume":"2021","author":"YK Bhatti","year":"2021","unstructured":"Bhatti, Y.K., Jamil, A., Nida, N., Yousaf, M.H., Viriri, S., Velastin, S.A.: Facial expression recognition of instructor using deep features and extreme learning machine. Comput. Intell. Neurosci. 2021, 1\u201317 (2021)","journal-title":"Comput. Intell. Neurosci."},{"issue":"1","key":"37_CR4","doi-asserted-by":"publisher","first-page":"109","DOI":"10.3758\/brm.40.1.109","volume":"40","author":"MG Calvo","year":"2008","unstructured":"Calvo, M.G., Lundqvist, D.: Facial expressions of emotion (KDEF): identification under different display-duration conditions. Behav. Res. Methods 40(1), 109\u2013115 (2008). https:\/\/doi.org\/10.3758\/brm.40.1.109","journal-title":"Behav. Res. Methods"},{"key":"37_CR5","doi-asserted-by":"crossref","unstructured":"Chou, Y.C., Wongso, F.R., Chao, C.Y., Yu, H.Y.: An AI mock-interview platform for interview performance analysis. In: 2022 10th International Conference on Information and Education Technology (ICIET), pp. 37\u201341. IEEE (2022)","DOI":"10.1109\/ICIET55102.2022.9778999"},{"key":"37_CR6","doi-asserted-by":"crossref","unstructured":"Dissanayake, D.Y., et al.: AI-based behavioural analyser for interviews\/viva. In: 2021 IEEE 16th International Conference on Industrial and Information Systems (ICIIS), pp. 277\u2013282. IEEE (2021)","DOI":"10.1109\/ICIIS53135.2021.9660757"},{"issue":"7","key":"37_CR7","doi-asserted-by":"publisher","first-page":"1589","DOI":"10.1080\/02522667.2020.1809126","volume":"41","author":"AK Dubey","year":"2020","unstructured":"Dubey, A.K., Jain, V.: Automatic facial recognition using vgg16 based transfer learning model. J. Inf. Optim. Sci. 41(7), 1589\u20131596 (2020). https:\/\/doi.org\/10.1080\/02522667.2020.1809126","journal-title":"J. Inf. Optim. Sci."},{"key":"37_CR8","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.neunet.2014.09.005","volume":"64","author":"IJ Goodfellow","year":"2015","unstructured":"Goodfellow, I.J., et al.: Challenges in representation learning: a report on three machine learning contests. Neural Netw. 64, 59\u201363 (2015)","journal-title":"Neural Netw."},{"issue":"18","key":"37_CR9","doi-asserted-by":"publisher","first-page":"28589","DOI":"10.1007\/s11042-023-14392-3","volume":"82","author":"S Gupta","year":"2023","unstructured":"Gupta, S., Kumar, P., Tekchandani, R.: A multimodal facial cues based engagement detection system in e-learning context using deep learning approach. Multimed. Tools Appl. 82(18), 28589\u201328615 (2023). https:\/\/doi.org\/10.1007\/s11042-023-14392-3","journal-title":"Multimed. Tools Appl."},{"key":"37_CR10","doi-asserted-by":"crossref","unstructured":"Harwell, D.: A face-scanning algorithm increasingly decides whether you deserve the job. In: Ethics of Data and Analytics, pp. 206\u2013211. Auerbach Publications (2022)","DOI":"10.1201\/9781003278290-31"},{"key":"37_CR11","unstructured":"King, D.E.: Dlib-ML: a machine learning toolkit. J. Mach. Learn. Res. 10, 1755\u20131758 (2009)"},{"issue":"11","key":"37_CR12","doi-asserted-by":"publisher","first-page":"6409","DOI":"10.3390\/app13116409","volume":"13","author":"K Lee","year":"2023","unstructured":"Lee, K., Kim, S., Lee, E.C.: Fast and accurate facial expression image classification and regression method based on knowledge distillation. Appl. Sci. 13(11), 6409 (2023)","journal-title":"Appl. Sci."},{"key":"37_CR13","doi-asserted-by":"crossref","unstructured":"Lucey, P., Cohn, J.F., Kanade, T., Saragih, J., Ambadar, Z., Matthews, I.: The extended Cohn-Kanade dataset (CK+): a complete dataset for action unit and emotion-specified expression. In: 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops, pp. 94\u2013101 (2010)","DOI":"10.1109\/CVPRW.2010.5543262"},{"key":"37_CR14","doi-asserted-by":"crossref","unstructured":"Mandal, R., Lohar, P., Patil, D., Patil, A., Wagh, S.: AI-based mock interview evaluator: an emotion and confidence classifier model. In: 2023 International Conference on Intelligent Systems for Communication, IoT and Security (ICISCoIS), pp. 521\u2013526. IEEE (2023)","DOI":"10.1109\/ICISCoIS56541.2023.10100589"},{"key":"37_CR15","unstructured":"Mao, J., Xu, R., Yin, X., Chang, Y., Nie, B., Huang, A.: Poster v2: a simpler and stronger facial expression recognition network. arXiv preprint arXiv:2301.12149 (2023)"},{"key":"37_CR16","doi-asserted-by":"crossref","unstructured":"Mohamed, M.N.A., et al.: Examining the presence of social intelligence in job interviews through multimodal social semiotic analysis. GEMA Online J. Lang. Stud. 21(4) (2021)","DOI":"10.17576\/gema-2021-2104-16"},{"issue":"1","key":"37_CR17","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/taffc.2017.2740923","volume":"10","author":"A Mollahosseini","year":"2019","unstructured":"Mollahosseini, A., Hasani, B., Mahoor, M.H.: Affectnet: a database for facial expression, valence, and arousal computing in the wild. IEEE Trans. Affect. Comput. 10(1), 18\u201331 (2019). https:\/\/doi.org\/10.1109\/taffc.2017.2740923","journal-title":"IEEE Trans. Affect. Comput."},{"key":"37_CR18","doi-asserted-by":"crossref","unstructured":"Murugesan, U., Subramanian, P., Srivastava, S., Dwivedi, A.: A study of artificial intelligence impacts on human resource digitalization in industry 4.0. Decis. Anal. J. 7, 100249 (2023)","DOI":"10.1016\/j.dajour.2023.100249"},{"issue":"4","key":"37_CR19","doi-asserted-by":"publisher","first-page":"1018","DOI":"10.1109\/TMM.2014.2307169","volume":"16","author":"LS Nguyen","year":"2014","unstructured":"Nguyen, L.S., Frauendorfer, D., Mast, M.S., Gatica-Perez, D.: Hire me: computational inference of hirability in employment interviews based on nonverbal behavior. IEEE Trans. Multimed. 16(4), 1018\u20131031 (2014)","journal-title":"IEEE Trans. Multimed."},{"key":"37_CR20","doi-asserted-by":"crossref","unstructured":"Nikolaou, I., Georgiou, K., Bauer, T.N., Truxillo, D.M.: Applicant reactions in employee recruitment and selection. In: The Cambridge Handbook of Technology and Employee Behavior, pp. 100\u2013130 (2019)","DOI":"10.1017\/9781108649636.006"},{"issue":"2","key":"37_CR21","first-page":"51","volume":"2","author":"SPS Rathore","year":"2023","unstructured":"Rathore, S.P.S.: The impact of AI on recruitment and selection processes: analysing the role of AI in automating and enhancing recruitment and selection procedures. Int. J. Glob. Acad. Sci. Res. 2(2), 51\u201363 (2023)","journal-title":"Int. J. Glob. Acad. Sci. Res."},{"key":"37_CR22","doi-asserted-by":"crossref","unstructured":"Rupasinghe, A.T., Gunawardena, N.L., Shujan, S., Atukorale, D.: Scaling personality traits of interviewees in an online job interview by vocal spectrum and facial cue analysis. In: 2016 Sixteenth International Conference on Advances in ICT for Emerging Regions (ICTer), pp. 288\u2013295. IEEE (2016)","DOI":"10.1109\/ICTER.2016.7829933"},{"issue":"4","key":"37_CR23","doi-asserted-by":"publisher","first-page":"2132","DOI":"10.1109\/TAFFC.2022.3188390","volume":"13","author":"AV Savchenko","year":"2022","unstructured":"Savchenko, A.V., Savchenko, L.V., Makarov, I.: Classifying emotions and engagement in online learning based on a single facial expression recognition neural network. IEEE Trans. Affect. Comput. 13(4), 2132\u20132143 (2022)","journal-title":"IEEE Trans. Affect. Comput."},{"key":"37_CR24","doi-asserted-by":"crossref","unstructured":"Sivaramakrishnan, S., Anand, A., Hemang, B., Minni, F.Z., Sahoo, A.: Real time mock interview evaluation using CNN. In: 2024 4th International Conference on Data Engineering and Communication Systems (ICDECS), pp.\u00a01\u20134. IEEE (2024)","DOI":"10.1109\/ICDECS59733.2023.10503311"},{"issue":"2","key":"37_CR25","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1016\/j.jksuci.2019.10.008","volume":"34","author":"E Utami","year":"2022","unstructured":"Utami, E., Hartanto, A.D., Adi, S., Oyong, I., Raharjo, S.: Profiling analysis of disc personality traits based on twitter posts in Bahasa Indonesia. J. King Saud Univ.-Comput. Inf. Sci. 34(2), 264\u2013269 (2022)","journal-title":"J. King Saud Univ.-Comput. Inf. Sci."},{"issue":"2","key":"37_CR26","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1023\/B:VISI.0000013087.49260.fb","volume":"57","author":"P Viola","year":"2004","unstructured":"Viola, P., Jones, M.J.: Robust real-time face detection. Int. J. Comput. Vis. 57(2), 137\u2013154 (2004)","journal-title":"Int. J. Comput. Vis."},{"key":"37_CR27","doi-asserted-by":"crossref","unstructured":"Yu, Z., Zhao, M., Wu, Y., Liu, P., Chen, H.: Research on automatic music recommendation algorithm based on facial micro-expression recognition. In: 2020 39th Chinese Control Conference (CCC). IEEE (2020)","DOI":"10.23919\/CCC50068.2020.9189600"}],"container-title":["Communications in Computer and Information Science","Machine Learning, Image Processing, Network Security and Data Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-14534-5_37","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T09:23:18Z","timestamp":1769851398000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-14534-5_37"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032145338","9783032145345"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-14534-5_37","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"1 February 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"MIND","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Machine Learning, Image Processing, Network Security and Data Sciences","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Goa","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"India","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 December 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21 December 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"mind2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/mind2024.mind-society.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}