{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T19:51:44Z","timestamp":1774295504045,"version":"3.50.1"},"publisher-location":"Singapore","reference-count":10,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819682973","type":"print"},{"value":"9789819682980","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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":[[2025]]},"DOI":"10.1007\/978-981-96-8298-0_24","type":"book-chapter","created":{"date-parts":[[2025,6,14]],"date-time":"2025-06-14T18:22:04Z","timestamp":1749925324000},"page":"296-308","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Insomnia Detection Based on\u00a0Brain State Sleep Trajectories"],"prefix":"10.1007","author":[{"given":"Xiaojing","family":"Ren","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Irena","family":"Koprinska","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Natalie","family":"Astalosh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stephen","family":"McCloskey","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bryn","family":"Jeffries","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,6,15]]},"reference":[{"key":"24_CR1","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1016\/j.jneumeth.2015.06.002","volume":"253","author":"R Abeysuriya","year":"2015","unstructured":"Abeysuriya, R., Rennie, C., Robinson, P.: Physiologically based arousal state estimation and dynamics. J. Neurosci. Methods 253, 55\u201369 (2015)","journal-title":"J. Neurosci. Methods"},{"issue":"8","key":"24_CR2","doi-asserted-by":"publisher","first-page":"1567","DOI":"10.1093\/sleep\/27.8.1567","volume":"27","author":"JD Edinger","year":"2004","unstructured":"Edinger, J.D., et al.: Derivation of research diagnostic criteria for insomnia. Sleep 27(8), 1567\u20131596 (2004)","journal-title":"Sleep"},{"key":"24_CR3","doi-asserted-by":"crossref","unstructured":"Kumar, K., Gupta, K., Sharma, M., Bajaj, V., Rajendra Acharya, U.: INSOMNet: automated insomnia detection using scalogram and deep neural networks with ECG signals. Med. Eng. Phys. 119 (2023)","DOI":"10.1016\/j.medengphy.2023.104028"},{"key":"24_CR4","unstructured":"Lundberg, S.M., Lee, S.I.: A unified approach to interpreting model predictions. In: International Conference on Neural Information Processing Systems (NeurIPS), pp. 4768\u20134777 (2017)"},{"key":"24_CR5","doi-asserted-by":"crossref","unstructured":"McCloskey, S., Jeffries, B., Koprinska, I., Gordon, C., Grunstein, R.R.: Insomnia disorder detection using EEG sleep trajectories. In: Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), pp. 314\u2013325 (2022)","DOI":"10.1007\/978-3-031-05981-0_25"},{"key":"24_CR6","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.07.034","volume":"183","author":"S McCloskey","year":"2019","unstructured":"McCloskey, S., Jeffries, B., Koprinska, I., Miller, C.B., Grunstein, R.R.: Data-driven cluster analysis of insomnia disorder with physiology-based qEEG variables. Knowl.-Based Syst. 183, 104863 (2019)","journal-title":"Knowl.-Based Syst."},{"issue":"11","key":"24_CR7","doi-asserted-by":"publisher","first-page":"1993","DOI":"10.5665\/sleep.6230","volume":"39","author":"CB Miller","year":"2016","unstructured":"Miller, C.B., et al.: Clusters of insomnia disorder: an exploratory cluster analysis of objective sleep parameters reveals differences in neurocognitive functioning, quantitative EEG, and heart rate variability. Sleep 39(11), 1993\u20132004 (2016)","journal-title":"Sleep"},{"issue":"6","key":"24_CR8","doi-asserted-by":"publisher","first-page":"628","DOI":"10.1111\/jsr.12169","volume":"23","author":"C O\u2019Reilly","year":"2014","unstructured":"O\u2019Reilly, C., Gosselin, N., Carrier, J., Nielsen, T.: Montreal archive of sleep studies: an open-access resource for instrument benchmarking and exploratory research. J. Sleep Res. 23(6), 628\u2013635 (2014)","journal-title":"J. Sleep Res."},{"issue":"3","key":"24_CR9","doi-asserted-by":"publisher","first-page":"278","DOI":"10.1111\/jsr.12372","volume":"25","author":"JT Schwabedal","year":"2016","unstructured":"Schwabedal, J.T., Riedl, M., Penzel, T., Wessel, N.: Alpha-wave frequency characteristics in health and insomnia during sleep. J. Sleep Res. 25(3), 278\u2013286 (2016)","journal-title":"J. Sleep Res."},{"issue":"6","key":"24_CR10","doi-asserted-by":"publisher","first-page":"1546","DOI":"10.1109\/JBHI.2017.2650199","volume":"21","author":"M Shahin","year":"2017","unstructured":"Shahin, M., Ahmed, B., Hamida, S., Mulaffer, F.L., Glos, M., Penzel, T.: Deep learning and insomnia: assisting clinicians with their diagnosis. IEEE J. Biomed. Health Inform. 21(6), 1546\u20131553 (2017)","journal-title":"IEEE J. Biomed. Health Inform."}],"container-title":["Lecture Notes in Computer Science","Data Science: Foundations and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-8298-0_24","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,14]],"date-time":"2025-06-14T18:22:06Z","timestamp":1749925326000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-8298-0_24"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9789819682973","9789819682980"],"references-count":10,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-8298-0_24","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"15 June 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"PAKDD","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Pacific-Asia Conference on Knowledge Discovery and Data Mining","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Sydney, NSW","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Australia","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"10 June 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13 June 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"pakdd2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/pakdd2025.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}