{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,31]],"date-time":"2025-03-31T17:45:15Z","timestamp":1743443115146,"version":"3.37.3"},"reference-count":35,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2023,10,4]],"date-time":"2023-10-04T00:00:00Z","timestamp":1696377600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,10,4]],"date-time":"2023-10-04T00:00:00Z","timestamp":1696377600000},"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":["Int. J. ITS Res."],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1007\/s13177-023-00371-3","type":"journal-article","created":{"date-parts":[[2023,10,4]],"date-time":"2023-10-04T08:01:41Z","timestamp":1696406501000},"page":"424-436","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Preliminary Investigation of the Association Between Driving Pleasure and Brain Activity with Mapper-based Topological Data Analysis"],"prefix":"10.1007","volume":"21","author":[{"given":"Shinsei","family":"Isojima","sequence":"first","affiliation":[]},{"given":"Kensuke","family":"Tanioka","sequence":"additional","affiliation":[]},{"given":"Tomoyuki","family":"Hiroyasu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6547-626X","authenticated-orcid":false,"given":"Satoru","family":"Hiwa","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,10,4]]},"reference":[{"issue":"7","key":"371_CR1","doi-asserted-by":"publisher","first-page":"2404","DOI":"10.3390\/su10072404","volume":"10","author":"C Pakusch","year":"2018","unstructured":"Pakusch, C., Stevens, G., Boden, A., Bossauer, P.: Unintended Effects of Autonomous Driving: A Study on Mobility Preferences in the Future. Sustainability 10(7), 2404 (2018). https:\/\/doi.org\/10.3390\/su10072404","journal-title":"Sustainability"},{"key":"371_CR2","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1016\/j.trf.2015.04.014","volume":"32","author":"M Kyriakidis","year":"2015","unstructured":"Kyriakidis, M., Happee, R., De Winter, J.C.F.: Public opinion on automated driving: Results of an international questionnaire among 5000 respondents. Transport. Res. F: Traffic Psychol. Behav. 32, 127\u2013140 (2015). https:\/\/doi.org\/10.1016\/j.trf.2015.04.014","journal-title":"Transport. Res. F: Traffic Psychol. Behav."},{"key":"371_CR3","doi-asserted-by":"publisher","unstructured":"Frison, A., Wintersberger, P., Riener, A., Schartm\u00fcller, C.: Driving Hotzenplotz! A Vehicle Interface that Fosters the Joy of Driving. In Proceedings of the 9th International Conference on Automotive User Interfaces and Interactive Vehicular Applications Adjunct (AutomotiveUI '17), 247\u2013248 (2017). https:\/\/doi.org\/10.1145\/3131726.3131878.","DOI":"10.1145\/3131726.3131878"},{"key":"371_CR4","doi-asserted-by":"publisher","unstructured":"R\u00f6del, C., Stadler, S., Meschtscherjakov, A., & Tscheligi, M.: Towards Autonomous Cars: The Effect of Autonomy Levels on Acceptance and User Experience. In Proceedings of the 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications (AutomotiveUI '14), 1\u20138 (2014). https:\/\/doi.org\/10.1145\/2667317.2667330.","DOI":"10.1145\/2667317.2667330"},{"issue":"8","key":"371_CR5","doi-asserted-by":"publisher","first-page":"1017","DOI":"10.1080\/00140139.2018.1441448","volume":"61","author":"F Hartwich","year":"2018","unstructured":"Hartwich, F., Beggiato, M., Krems, J.F.: Driving comfort, enjoyment and acceptance of automated driving \u2013 effects of drivers\u2019 age and driving style familiarity. Ergonomics 61(8), 1017\u20131032 (2018). https:\/\/doi.org\/10.1080\/00140139.2018.1441448","journal-title":"Ergonomics"},{"key":"371_CR6","doi-asserted-by":"publisher","first-page":"103231","DOI":"10.1016\/j.apergo.2020.103231","volume":"90","author":"S Will","year":"2021","unstructured":"Will, S., Metz, B., Hammer, T., Ple\u00df, R., M\u00f6rbe, M., Henzler, M., Harnischmacher, F.: Relation between riding pleasure and vehicle dynamics - Results from a motorcycle field test. Appl. Ergon. 90, 103231 (2021). https:\/\/doi.org\/10.1016\/j.apergo.2020.103231","journal-title":"Appl. Ergon."},{"issue":"6","key":"371_CR7","doi-asserted-by":"publisher","first-page":"2201","DOI":"10.1007\/s12205-020-1887-z","volume":"24","author":"X Kang","year":"2020","unstructured":"Kang, X., Kim, W., Namgung, M.: Driver Emotional and Perceptual Evaluation over Various Highway Horizontal Curves. KSCE J. Civ. Eng. 24(6), 2201\u20132213 (2020). https:\/\/doi.org\/10.1007\/s12205-020-1887-z","journal-title":"KSCE J. Civ. Eng."},{"key":"371_CR8","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1016\/j.trf.2019.05.006","volume":"65","author":"M Weber","year":"2019","unstructured":"Weber, M., Giacomin, J., Malizia, A., Skrypchuk, L., Gkatzidou, V., Mouzakitis, A.: Investigation of the dependency of the drivers\u2019 emotional experience on different road types and driving conditions. Transport. Res. F: Traffic Psychol. Behav. 65, 107\u2013120 (2019). https:\/\/doi.org\/10.1016\/j.trf.2019.05.006","journal-title":"Transport. Res. F: Traffic Psychol. Behav."},{"key":"371_CR9","doi-asserted-by":"publisher","first-page":"637589","DOI":"10.3389\/fnhum.2021.637589","volume":"15","author":"S Balters","year":"2021","unstructured":"Balters, S., Baker, J., Geeseman, J., Reiss, A.: A Methodological Review of fNIRS in Driving Research: Relevance to the Future of Autonomous Vehicles. Front. Human Neurosci. 15, 637589 (2021). https:\/\/doi.org\/10.3389\/fnhum.2021.637589","journal-title":"Front. Human Neurosci."},{"key":"371_CR10","doi-asserted-by":"publisher","first-page":"882","DOI":"10.3389\/fnhum.2013.00882","volume":"7","author":"K Yoshino","year":"2013","unstructured":"Yoshino, K., Oka, N., Yamamoto, K., Takahashi, H., Kato, T.: Functional brain imaging using near-infrared spectroscopy during actual driving on an expressway. Front. Hum. Neurosci. 7, 882 (2013). https:\/\/doi.org\/10.3389\/fnhum.2013.00882","journal-title":"Front. Hum. Neurosci."},{"key":"371_CR11","doi-asserted-by":"publisher","first-page":"864938","DOI":"10.3389\/fnrgo.2022.864938","volume":"3","author":"T Ogihara","year":"2022","unstructured":"Ogihara, T., Tanioka, K., Hiroyasu, T., Hiwa, S.: Predicting the Degree of Distracted Driving Based on fNIRS Functional Connectivity: A Pilot Study. Front. Neuroergon. 3, 864938 (2022). https:\/\/doi.org\/10.3389\/fnrgo.2022.864938","journal-title":"Front. Neuroergon."},{"issue":"258","key":"371_CR12","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1016\/j.jad.2019.08.006","volume":"2019","author":"A Manelis","year":"2019","unstructured":"Manelis, A., Huppert, T.J., Rodgers, E., et al.: The role of the right prefrontal cortex in recognition of facial emotional expressions in depressed individuals: fNIRS study. J. Affect Disord. 2019(258), 151\u2013158 (2019). https:\/\/doi.org\/10.1016\/j.jad.2019.08.006","journal-title":"J. Affect Disord."},{"issue":"4","key":"371_CR13","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1093\/scan\/nsab017","volume":"16","author":"MMP Westgarth","year":"2021","unstructured":"Westgarth, M.M.P., Hogan, C.A., Neumann, D.L., Shum, D.H.K.: A systematic review of studies that used NIRS to measure neural activation during emotion processing in healthy individuals. Soc. Cogn. Affect. Neurosci. 16(4), 345\u2013369 (2021). https:\/\/doi.org\/10.1093\/scan\/nsab017","journal-title":"Soc. Cogn. Affect. Neurosci."},{"key":"371_CR14","doi-asserted-by":"publisher","first-page":"91","DOI":"10.2312\/SPBG\/SPBG07\/091-100","volume":"2007","author":"G Singh","year":"2007","unstructured":"Singh, G., M\u00e9moli, F., Carlsson, G.: Topological Methods for the Analysis of High Dimensional Data Sets and 3D Object Recognition. Eurograph. Symp. Point-Based Graph. 2007, 91\u2013100 (2007). https:\/\/doi.org\/10.2312\/SPBG\/SPBG07\/091-100","journal-title":"Eurograph. Symp. Point-Based Graph."},{"key":"371_CR15","doi-asserted-by":"publisher","first-page":"1399","DOI":"10.1038\/s41467-018-03664-4","volume":"9","author":"M Saggar","year":"2018","unstructured":"Saggar, M., Sporns, O., Gonzalez-Castillo, J., et al.: Towards a new approach to reveal dynamical organization of the brain using topological data analysis. Nat. Commun. 9, 1399 (2018). https:\/\/doi.org\/10.1038\/s41467-018-03664-4","journal-title":"Nat. Commun."},{"issue":"3","key":"371_CR16","doi-asserted-by":"publisher","first-page":"763","DOI":"10.1162\/netn_a_00093","volume":"3","author":"C Geniesse","year":"2019","unstructured":"Geniesse, C., Sporns, O., Petri, G., Saggar, M.: Generating dynamical neuroimaging spatiotemporal representations (DyNeuSR) using topological data analysis. Netw. Neurosci. 3(3), 763\u2013778 (2019). https:\/\/doi.org\/10.1162\/netn_a_00093","journal-title":"Netw. Neurosci."},{"key":"371_CR17","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1186\/s13244-023-01413-w","volume":"14","author":"Y Singh","year":"2023","unstructured":"Singh, Y., Farrelly, C.M., Hathaway, Q.A., et al.: Topological data analysis in medical imaging: current state of the art. Insights Imaging 14, 58 (2023). https:\/\/doi.org\/10.1186\/s13244-023-01413-w","journal-title":"Insights Imaging"},{"key":"371_CR18","unstructured":"Assetto Corsa. Available at: https:\/\/store.steampowered.com\/app\/244210\/Assetto_Corsa\/ (accessed Date: May 23rd, 2023)"},{"issue":"1716","key":"371_CR19","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1016\/j.brainres.2018.09.004","volume":"2019","author":"G Vecchiato","year":"2019","unstructured":"Vecchiato, G., Vecchio, M.D., Ascari, L., et al.: Electroencephalographic time-frequency patterns of braking and acceleration movement preparation in car driving simulation. Brain Res. 2019(1716), 16\u201326 (2019). https:\/\/doi.org\/10.1016\/j.brainres.2018.09.004","journal-title":"Brain Res."},{"key":"371_CR20","doi-asserted-by":"publisher","first-page":"23383","DOI":"10.1038\/s41598-021-02750-w","volume":"11","author":"GM Di Liberto","year":"2021","unstructured":"Di Liberto, G.M., Barsotti, M., Vecchiato, G., et al.: Robust anticipation of continuous steering actions from electroencephalographic data during simulated driving. Sci. Rep. 11, 23383 (2021). https:\/\/doi.org\/10.1038\/s41598-021-02750-w","journal-title":"Sci. Rep."},{"key":"371_CR21","doi-asserted-by":"publisher","DOI":"10.1007\/s11701-023-01641-8","author":"Z Chen","year":"2023","unstructured":"Chen, Z., Zheng, Y.X., Hubert, J., et al.: Exploring the use of driving simulation to improve robotic surgery simulator training: an observational case\u2013control study. J. Robotic Surg. (2023). https:\/\/doi.org\/10.1007\/s11701-023-01641-8","journal-title":"J. Robotic Surg."},{"issue":"4","key":"371_CR22","doi-asserted-by":"publisher","first-page":"452","DOI":"10.1080\/23279095.2020.1769098","volume":"29","author":"JPK Bernstein","year":"2020","unstructured":"Bernstein, J.P.K., Calamia, M., De Vito, A., et al.: Multimethod assessment of driving in older adults using a novel driving simulator. Appl. Neuropsychol. Adult 29(4), 452\u2013461 (2020). https:\/\/doi.org\/10.1080\/23279095.2020.1769098","journal-title":"Appl. Neuropsychol. Adult"},{"key":"371_CR23","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1007\/s12402-019-00303-w","volume":"11","author":"J Bernstein","year":"2019","unstructured":"Bernstein, J., Roye, S., Calamia, M., et al.: Utility of a novel simulator paradigm in the assessment of driving ability in individuals with and without attention-deficit hyperactivity disorder. ADHD Atten. Def. Hyp. Disord. 11, 403\u2013411 (2019). https:\/\/doi.org\/10.1007\/s12402-019-00303-w","journal-title":"ADHD Atten. Def. Hyp. Disord."},{"key":"371_CR24","doi-asserted-by":"publisher","first-page":"575","DOI":"10.1016\/j.trpro.2021.11.076","volume":"58","author":"SH de Frutos","year":"2021","unstructured":"de Frutos, S.H., Castro, M.: Assessing sim racing software for low-cost driving simulator to road geometric research. Transp. Res. Procedia 58, 575\u2013582 (2021). https:\/\/doi.org\/10.1016\/j.trpro.2021.11.076","journal-title":"Transp. Res. Procedia"},{"key":"371_CR25","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1016\/j.trf.2020.03.015","volume":"71","author":"D Onate-Vega","year":"2020","unstructured":"Onate-Vega, D., Oviedo-Trespalacios, O., King, M.: How drivers adapt their behavior to changes in task complexity: The role of secondary task demands and road environment factors. Transport. Res. F: Traffic Psychol. Behav. 71, 145\u2013156 (2020). https:\/\/doi.org\/10.1016\/j.trf.2020.03.015","journal-title":"Transport. Res. F: Traffic Psychol. Behav."},{"key":"371_CR26","doi-asserted-by":"publisher","first-page":"888","DOI":"10.3390\/electronics11060888","volume":"11","author":"P Zontone","year":"2022","unstructured":"Zontone, P., Affanni, A., Bernardini, R., et al.: Analysis of Physiological Signals for Stress Recognition with Different Car Handling Setups. Electronics 11, 888 (2022). https:\/\/doi.org\/10.3390\/electronics11060888","journal-title":"Electronics"},{"key":"371_CR27","doi-asserted-by":"publisher","first-page":"73","DOI":"10.3390\/a11050073","volume":"11","author":"H Santosa","year":"2018","unstructured":"Santosa, H., Zhai, X., Fishburn, F., Huppert, T.: The NIRS Brain AnalyzIR Toolbox. Algorithms 11, 73 (2018). https:\/\/doi.org\/10.3390\/a11050073","journal-title":"Algorithms"},{"issue":"3","key":"371_CR28","doi-asserted-by":"publisher","first-page":"035005","DOI":"10.1117\/1.NPh.2.3.035005","volume":"2","author":"MA Y\u00fccel","year":"2015","unstructured":"Y\u00fccel, M.A., Selb, J., Aasted, C.M., Petkov, M.P., Becerra, L., Borsook, D., Boas, D.A.: Short separation regression improves statistical significance and better localizes the hemodynamic response obtained by near-infrared spectroscopy for tasks with differing autonomic responses. Neurophotonics 2(3), 035005 (2015). https:\/\/doi.org\/10.1117\/1.NPh.2.3.035005","journal-title":"Neurophotonics"},{"key":"371_CR29","doi-asserted-by":"publisher","unstructured":"Pham L., Vu, T.H., Tran. T.A.: Facial Expression Recognition Using Residual Masking Network. In 2020 25th International Conference on Pattern Recognition (ICPR). Milan, Italy 4513\u20134519 (2021). https:\/\/doi.org\/10.1109\/ICPR48806.2021.9411919.","DOI":"10.1109\/ICPR48806.2021.9411919"},{"issue":"5","key":"371_CR30","doi-asserted-by":"publisher","first-page":"550","DOI":"10.1007\/s11263-017-1055-1","volume":"126","author":"Z Zhang","year":"2018","unstructured":"Zhang, Z., Luo, P., Loy, C.C., et al.: From Facial Expression Recognition to Interpersonal Relation Prediction. Int. J. Comput. Vision 126(5), 550\u2013569 (2018). https:\/\/doi.org\/10.1007\/s11263-017-1055-1","journal-title":"Int. J. Comput. Vision"},{"key":"371_CR31","doi-asserted-by":"publisher","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. IEEE, San Francisco, CA (2010). https:\/\/doi.org\/10.1109\/CVPRW.2010.5543262.","DOI":"10.1109\/CVPRW.2010.5543262"},{"key":"371_CR32","doi-asserted-by":"crossref","unstructured":"Lyons, M.J.: \"Excavating AI\" Re-excavated: Debunking a Fallacious Account of the JAFFE Dataset. arXiv preprint (2021). arXiv:2107.13998.","DOI":"10.31234\/osf.io\/bvf2s"},{"key":"371_CR33","doi-asserted-by":"publisher","unstructured":"Goodfellow, I.J., et al.: Challenges in Representation Learning: A Report on Three Machine Learning Contests. In M. Lee, A. Hirose, Z.G. Hou, and R.M. Kil (Eds.), Neural Information Processing. ICONIP 2013. Lecture Notes in Computer Science, vol 8228. Springer, Berlin, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-42051-1_16.","DOI":"10.1007\/978-3-642-42051-1_16"},{"key":"371_CR34","doi-asserted-by":"publisher","first-page":"20200479","DOI":"10.1098\/rstb.2020.0479","volume":"376","author":"CA Wascher","year":"2021","unstructured":"Wascher, C.A.: Heart rate as a measure of emotional arousal in evolutionary biology. Philos. Trans. R. Soc. B 376, 20200479 (2021). https:\/\/doi.org\/10.1098\/rstb.2020.0479","journal-title":"Philos. Trans. R. Soc. B"},{"issue":"2 Pt 2","key":"371_CR35","doi-asserted-by":"publisher","first-page":"026113","DOI":"10.1103\/PhysRevE.69.026113","volume":"69","author":"ME Newman","year":"2004","unstructured":"Newman, M.E., Girvan, M.: Finding and evaluating community structure in networks. Phys. Rev. E 69(2 Pt 2), 026113 (2004). https:\/\/doi.org\/10.1103\/PhysRevE.69.026113","journal-title":"Phys. Rev. E"}],"container-title":["International Journal of Intelligent Transportation Systems Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13177-023-00371-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s13177-023-00371-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13177-023-00371-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,15]],"date-time":"2023-11-15T07:16:50Z","timestamp":1700032610000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s13177-023-00371-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,4]]},"references-count":35,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["371"],"URL":"https:\/\/doi.org\/10.1007\/s13177-023-00371-3","relation":{},"ISSN":["1348-8503","1868-8659"],"issn-type":[{"type":"print","value":"1348-8503"},{"type":"electronic","value":"1868-8659"}],"subject":[],"published":{"date-parts":[[2023,10,4]]},"assertion":[{"value":"20 September 2023","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 October 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The study involving human participants was reviewed and approved by the Research Ethics Committee of Doshisha University, Kyoto, Japan (approval code: 23012). The participants provided their written informed consent to participate in this study.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics Approval and Consent to Participate"}},{"value":"The participants provided their written informed consent prior to enrolment in the study.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for Publication"}},{"value":"The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as potential conflicts of interest.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing Interests"}}]}}