{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T17:00:33Z","timestamp":1767114033274,"version":"3.48.0"},"publisher-location":"New York, NY, USA","reference-count":46,"publisher":"ACM","funder":[{"name":"National Science and Technology Council of Taiwan","award":["113-2221-E-007-110 and 114-2221-E-007-077-MY2"],"award-info":[{"award-number":["113-2221-E-007-110 and 114-2221-E-007-077-MY2"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,10,12]]},"DOI":"10.1145\/3714394.3754354","type":"proceedings-article","created":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T21:13:49Z","timestamp":1767042829000},"page":"324-328","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Where Does the Noise Come From? Understanding Challenges in Enhancing the Accuracy of Learning-Based Emotion Inference for Virtual Reality Applications Using EEG Signals"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-1216-8065","authenticated-orcid":false,"given":"Yan-Ming","family":"Chen","sequence":"first","affiliation":[{"name":"National Tsing Hua University, Hsinchu, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-7149-1217","authenticated-orcid":false,"given":"Amanda","family":"Castellanos","sequence":"additional","affiliation":[{"name":"National Tsing Hua University, Hsinchu, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-7433-3150","authenticated-orcid":false,"given":"Chih-Ching","family":"Chuang","sequence":"additional","affiliation":[{"name":"National Tsing Hua University, Hsinchu, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0782-4953","authenticated-orcid":false,"given":"Yi-Chao","family":"Chen","sequence":"additional","affiliation":[{"name":"Shanghai Jiao Tong University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6948-4213","authenticated-orcid":false,"given":"Chuang-Wen","family":"You","sequence":"additional","affiliation":[{"name":"National Tsing Hua University, Hsinchu, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,12,29]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1002\/wics.101"},{"key":"e_1_3_2_1_2_1","first-page":"434","article-title":"Evaluation and assessment of virtual reality-based simulated training: exploring the human-technology frontier","volume":"46","author":"Akdere Mesut","year":"2021","unstructured":"Mesut Akdere, Yeling Jiang, and Flavio Destri Lobo. 2021. Evaluation and assessment of virtual reality-based simulated training: exploring the human-technology frontier. European Journal of Training and Development, Vol. 46, 5\/6 (2021), 434-449.","journal-title":"European Journal of Training and Development"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.3389\/fninf.2015.00016"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/0005-7916(94)90063-9"},{"volume-title":"Handbook of Research Methods in Health Social Sciences","author":"Braun Virginia","key":"e_1_3_2_1_5_1","unstructured":"Virginia Braun, Victoria Clarke, Nikki Hayfield, and Gareth Terry. 2019. Thematic Analysis. In Handbook of Research Methods in Health Social Sciences, Pranee Liamputtong (Ed.). Springer Singapore, 843-860."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhcs.2023.103118"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/79.911197"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-9326-7_5"},{"key":"e_1_3_2_1_10_1","unstructured":"EMOTIV. 2025. Emotiv EPOC X. https:\/\/www.emotiv.com\/epoc-x\/."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2003.813506"},{"key":"e_1_3_2_1_12_1","unstructured":"Ishita Goyal and Anmol Mehta. 2021. Acquisition Pre-Processing and Feature Extraction of EEG Signals to Convert it into an Image Classification Problem. https:\/\/api.semanticscholar.org\/CorpusID:236454504"},{"key":"e_1_3_2_1_13_1","volume-title":"EEG analysis based on time domain properties. Electroencephalography and clinical neurophysiology","author":"Hjorth Bo","year":"1970","unstructured":"Bo Hjorth. 1970. EEG analysis based on time domain properties. Electroencephalography and clinical neurophysiology, Vol. 29, 3 (1970), 306-310."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-9113-2"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"crossref","first-page":"1613","DOI":"10.1109\/ICIP.2004.1421377","volume-title":"2004 International Conference on Image Processing, 2004. ICIP '04.","volume":"3","author":"Hua Xiansheng","year":"2004","unstructured":"Xiansheng Hua and HongJiang Zhang. 2004. Content and transformation effect matching for automated home video editing. 2004 International Conference on Image Processing, 2004. ICIP '04., Vol. 3 (2004), 1613-1616. https:\/\/api.semanticscholar.org\/CorpusID:9761122"},{"key":"e_1_3_2_1_16_1","first-page":"371","article-title":"Ten-twenty electrode system of the international federation","volume":"10","author":"Jasper Herbert H","year":"1958","unstructured":"Herbert H Jasper. 1958. Ten-twenty electrode system of the international federation. Electroencephalogr Clin Neurophysiol, Vol. 10 (1958), 371-375.","journal-title":"Electroencephalogr Clin Neurophysiol"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.3390\/s19050987"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2017.2688239"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/T-AFFC.2011.15"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1111\/jopy.12258"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAIE.2018.8405493"},{"key":"e_1_3_2_1_22_1","unstructured":"C. Lewis. [n.d.]. Using the ''thinking Aloud'' Method in Cognitive Interface Design. IBM Thomas J. Watson Research Division. https:\/\/books.google.com.tw\/books?id=F5AKHQAACAAJ"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2017.02116"},{"key":"e_1_3_2_1_24_1","volume-title":"EEG feature extraction. Brain-Computer Interfaces 1: Foundations and Methods","author":"Lotte Fabien","year":"2016","unstructured":"Fabien Lotte and Marco Congedo. 2016. EEG feature extraction. Brain-Computer Interfaces 1: Foundations and Methods (2016), 127-143."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1097-4679(199901)55:1<39::AID-JCLP4>3.0.CO;2-V"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.3390\/s20185163"},{"key":"e_1_3_2_1_27_1","volume-title":"arousal theory and performance: A study of individual differences in the EEG. Personality and individual differences","author":"Matthews Gerald","year":"1993","unstructured":"Gerald Matthews and Manfred Amelang. 1993. Extraversion, arousal theory and performance: A study of individual differences in the EEG. Personality and individual differences, Vol. 14, 2 (1993), 347-363."},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.medengphy.2013.11.014"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1201\/b15991"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-015-2149-8"},{"key":"e_1_3_2_1_31_1","volume-title":"Emotion Recognition in Adaptive Virtual Reality Settings: Challenges and Opportunities. WAMWB@ MobileHCI","author":"Hossein Mousavi Seyed Muhammad","year":"2023","unstructured":"Seyed Muhammad Hossein Mousavi, Bulat Khaertdinov, Pedro Jeuris, Enrique Hortal, Davide Andreoletti, and Silvia Giordano. 2023. Emotion Recognition in Adaptive Virtual Reality Settings: Challenges and Opportunities. WAMWB@ MobileHCI (2023), 1-20."},{"key":"e_1_3_2_1_32_1","volume-title":"Candyce Smith Russell, and Douglas H Sprenkle","author":"Olson David","year":"2014","unstructured":"David Olson, Candyce Smith Russell, and Douglas H Sprenkle. 2014. Circumplex model: Systemic assessment and treatment of families. Routledge."},{"key":"e_1_3_2_1_33_1","volume-title":"The five percent electrode system for high-resolution EEG and ERP measurements. Clinical neurophysiology","author":"Oostenveld Robert","year":"2001","unstructured":"Robert Oostenveld and Peter Praamstra. 2001. The five percent electrode system for high-resolution EEG and ERP measurements. Clinical neurophysiology, Vol. 112, 4 (2001), 713-719."},{"key":"e_1_3_2_1_34_1","volume-title":"Andre Noest, and Fernando H Lopes da Silva.","author":"Pijn Jan Pieter","year":"1991","unstructured":"Jan Pieter Pijn, Jan Van Neerven, Andre Noest, and Fernando H Lopes da Silva. 1991. Chaos or noise in EEG signals; dependence on state and brain site. Electroencephalography and clinical Neurophysiology, Vol. 79, 5 (1991), 371-381."},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-8760(97)00772-1"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104696"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1504\/IJMISSP.2017.088173"},{"key":"e_1_3_2_1_38_1","unstructured":"Gabriel Rilling Patrick Flandrin and Paulo Gon\u00e7alves. 2003. On empirical mode decomposition and its algorithms. https:\/\/api.semanticscholar.org\/CorpusID:16054541"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0077714"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.3390\/fi13050126"},{"key":"e_1_3_2_1_41_1","volume-title":"Assessing the effectiveness of a large database of emotion-eliciting films: A new tool for emotion researchers. Cognition and emotion","author":"Schaefer Alexandre","year":"2010","unstructured":"Alexandre Schaefer, Fr\u00e9d\u00e9ric Nils, Xavier Sanchez, and Pierre Philippot. 2010. Assessing the effectiveness of a large database of emotion-eliciting films: A new tool for emotion researchers. Cognition and emotion, Vol. 24, 7 (2010), 1153-1172."},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/TAFFC.2015.2436926"},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACII.2009.5349563"},{"key":"e_1_3_2_1_44_1","unstructured":"Michal Teplan et al. 2002. Fundamentals of EEG measurement. Measurement science review Vol. 2 2 (2002) 1-11."},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/3675018.3675773"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/3334480.3382895"}],"event":{"name":"UbiComp '25:The 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing \/ ISWC ACM International Symposium on Wearable Computers","sponsor":["SIGMOBILE ACM Special Interest Group on Mobility of Systems, Users, Data and Computing","SIGCHI ACM Special Interest Group on Computer-Human Interaction","SIGSPATIAL ACM Special Interest Group on Spatial Information"],"location":"Espoo Finland"},"container-title":["Companion of the 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3714394.3754354","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T16:57:11Z","timestamp":1767113831000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3714394.3754354"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,12]]},"references-count":46,"alternative-id":["10.1145\/3714394.3754354","10.1145\/3714394"],"URL":"https:\/\/doi.org\/10.1145\/3714394.3754354","relation":{},"subject":[],"published":{"date-parts":[[2025,10,12]]},"assertion":[{"value":"2025-12-29","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}