{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T09:57:21Z","timestamp":1776765441538,"version":"3.51.2"},"reference-count":65,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2017,7,5]],"date-time":"2017-07-05T00:00:00Z","timestamp":1499212800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Pers Ubiquit Comput"],"published-print":{"date-parts":[[2018,4]]},"DOI":"10.1007\/s00779-017-1038-9","type":"journal-article","created":{"date-parts":[[2017,7,4]],"date-time":"2017-07-04T23:35:01Z","timestamp":1499211301000},"page":"227-243","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":38,"title":["Sleep behavior assessment via smartwatch and stigmergic receptive fields"],"prefix":"10.1007","volume":"22","author":[{"given":"Antonio L.","family":"Alfeo","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paolo","family":"Barsocchi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mario G. C. A.","family":"Cimino","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Davide","family":"La Rosa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Filippo","family":"Palumbo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gigliola","family":"Vaglini","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,7,5]]},"reference":[{"issue":"3","key":"1038_CR1","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1111\/j.1365-2869.1994.tb00122.x","volume":"3","author":"T \u00c5kerstedt","year":"1994","unstructured":"\u00c5kerstedt T, Hume K, Minors D, Waterhouse J (1994) The meaning of good sleep: a longitudinal study of polysomnography and subjective sleep quality. J Sleep Res 3(3):152\u2013158","journal-title":"J Sleep Res"},{"key":"1038_CR2","unstructured":"Cimino AL, Alfeo MGCAGV (2017) Measuring physical activity of older adults via smartwatch and stigmergic receptive fields. In: INSTICC the 6th international conference on pattern recognition applications and methods (ICPRAM 2017), pp 724\u2013730"},{"issue":"3","key":"1038_CR3","doi-asserted-by":"crossref","first-page":"R1","DOI":"10.1088\/0967-3334\/28\/3\/R01","volume":"28","author":"J Allen","year":"2007","unstructured":"Allen J (2007) Photoplethysmography and its application in clinical physiological measurement. Physiol Measur 28(3):R1","journal-title":"Physiol Measur"},{"issue":"4","key":"1038_CR4","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1093\/sleep\/18.4.285","volume":"18","author":"American Sleep Disorders Association","year":"1995","unstructured":"American Sleep Disorders Association et al (1995) Practice parameters for the use of actigraphy in the clinical assessment of sleep disorders. Sleep 18(4):285\u2013287","journal-title":"Sleep"},{"issue":"2","key":"1038_CR5","doi-asserted-by":"crossref","first-page":"524","DOI":"10.1109\/7.489497","volume":"32","author":"N Ansari","year":"1996","unstructured":"Ansari N, Hou ES, Zhu BO, Chen JG (1996) Adaptive fusion by reinforcement learning for distributed detection systems. IEEE Trans Aerosp Electron Syst 32(2):524\u2013531","journal-title":"IEEE Trans Aerosp Electron Syst"},{"issue":"9","key":"1038_CR6","doi-asserted-by":"crossref","first-page":"12,218","DOI":"10.3390\/s130912218","volume":"13","author":"M Avvenuti","year":"2013","unstructured":"Avvenuti M, Cesarini D, Cimino MG (2013) Mars, a multi-agent system for assessing rowers\u2019 coordination via motion-based stigmergy. Sensors 13(9):12,218\u201312,243","journal-title":"Sensors"},{"key":"1038_CR7","doi-asserted-by":"crossref","unstructured":"Barbon G, Margolis M, Palumbo F, Raimondi F, Weldin N (2016) Taking Arduino to the internet of things: the ASIP programming model. Comput Commun","DOI":"10.1016\/j.comcom.2016.03.016"},{"key":"1038_CR8","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1016\/j.pmcj.2015.04.003","volume":"23","author":"P Barsocchi","year":"2015","unstructured":"Barsocchi P, Cimino MG, Ferro E, Lazzeri A, Palumbo F, Vaglini G (2015) Monitoring elderly behavior via indoor position-based stigmergy. Pervasive Mob Comput 23:26\u201342","journal-title":"Pervasive Mob Comput"},{"key":"1038_CR9","doi-asserted-by":"crossref","unstructured":"Barsocchi P, Ferro E, Fortunati L, Mavilia F, Palumbo F (2014) EMS@CNR: an energy monitoring sensor network infrastructure for in-building location-based services. In: 2014 International conference on high performance computing & simulation (HPCS). IEEE, pp 857\u2013862","DOI":"10.1109\/HPCSim.2014.6903779"},{"key":"1038_CR10","unstructured":"Bernardeschi C, Cimino MG, Domenici A, Vaglini G (2016) Using smartwatch sensors to support the acquisition of sleep quality data for supervised machine learning. In: The 6th EAI international conference on wireless mobile communication and healthcare (MOBIHEALTH 2016). EAI, pp 1\u20138"},{"issue":"2","key":"1038_CR11","first-page":"283","volume":"31","author":"T Blackwell","year":"2008","unstructured":"Blackwell T, Redline S, Ancoli-Israel S, Schneider JL, Surovec S, Johnson NL, Cauley JA, Stone KL (2008) Comparison of sleep parameters from actigraphy and polysomnography in older women: the SOF study. Sleep-New York Then Westchester- 31(2):283","journal-title":"Sleep-New York Then Westchester-"},{"issue":"2","key":"1038_CR12","first-page":"107","volume":"3","author":"RR Bootzin","year":"1981","unstructured":"Bootzin RR, Engle-Friedman M (1981) The assessment of insomnia. Behav Assess 3(2):107\u2013126","journal-title":"Behav Assess"},{"key":"1038_CR13","doi-asserted-by":"crossref","unstructured":"Borazio M, Berlin E, K\u00fcc\u00fckyildiz N, Scholl P, Van Laerhoven K (2014) Towards benchmarked sleep detection with wrist-worn sensing units. In: 2014 IEEE international conference on healthcare informatics (ICHI). IEEE, pp 125\u2013134","DOI":"10.1109\/ICHI.2014.24"},{"key":"1038_CR14","doi-asserted-by":"crossref","unstructured":"Bottou L (2010) Large-scale machine learning with stochastic gradient descent. In: Proceedings of COMPSTAT\u20192010. Springer, pp 177\u2013186","DOI":"10.1007\/978-3-7908-2604-3_16"},{"key":"1038_CR15","doi-asserted-by":"crossref","unstructured":"Chen Z, Lin M, Chen F, Lane ND, Cardone G, Wang R, Li T, Chen Y, Choudhury T, Campbell AT (2013) Unobtrusive sleep monitoring using smartphones. In: 2013 7th International conference on pervasive computing technologies for healthcare and workshops. IEEE, pp 145\u2013152","DOI":"10.4108\/icst.pervasivehealth.2013.252148"},{"issue":"6","key":"1038_CR16","doi-asserted-by":"crossref","first-page":"406","DOI":"10.1093\/sleep\/20.6.423","volume":"20","author":"A Chesson","year":"1997","unstructured":"Chesson A, Ferber RA, Fry J M, Grigg-Damberger M, Hartse K, Hurwitz T, Johnson S, Littner M, Kader G, Rosen G et al (1997) Practice parameters for the indications for polysomnography and related procedures. Sleep 20(6):406\u2013422","journal-title":"Sleep"},{"key":"1038_CR17","doi-asserted-by":"crossref","unstructured":"Choi DJ, Choi MS, Kang SJ (2016) A wearable device platform for the estimation of sleep quality using simultaneously motion tracking and pulse oximetry. In: 2016 IEEE international conference on consumer electronics (ICCE). IEEE, pp 49\u201350","DOI":"10.1109\/ICCE.2016.7430518"},{"key":"1038_CR18","doi-asserted-by":"crossref","unstructured":"Cimino MG, Lazzeri A, Vaglini G (2015) Improving the analysis of context-aware information via marker-based stigmergy and differential evolution. In: International conference on artificial intelligence and soft computing. Springer, pp 341\u2013352","DOI":"10.1007\/978-3-319-19369-4_31"},{"issue":"11","key":"1038_CR19","doi-asserted-by":"crossref","first-page":"2077","DOI":"10.1016\/j.patcog.2006.05.005","volume":"39","author":"MG Cimino","year":"2006","unstructured":"Cimino MG, Lazzerini B, Marcelloni F (2006) A novel approach to fuzzy clustering based on a dissimilarity relation extracted from data using a TS system. Pattern Recog 39(11):2077\u20132091","journal-title":"Pattern Recog"},{"key":"1038_CR20","doi-asserted-by":"crossref","unstructured":"Cola G, Avvenuti M, Musso F, Vecchio A (2016) Gait-based authentication using a wrist-worn device. In: Proceedings of the 13th international conference on mobile and ubiquitous systems: computing, networking and services. ACM, pp 208\u2013217","DOI":"10.1145\/2994374.2994393"},{"issue":"11","key":"1038_CR21","doi-asserted-by":"crossref","first-page":"6640","DOI":"10.1109\/JSEN.2015.2464774","volume":"15","author":"G Cola","year":"2015","unstructured":"Cola G, Avvenuti M, Vecchio A, Yang GZ, Lo B (2015) An on-node processing approach for anomaly detection in gait. IEEE Sensors J 15(11):6640\u20136649","journal-title":"IEEE Sensors J"},{"issue":"4","key":"1038_CR22","first-page":"309","volume":"9","author":"G Cooper","year":"1992","unstructured":"Cooper G, Herskovits E (1992) A Bayesian method for the induction of probabilistic networks from data. Mach Learn 9(4):309\u2013347","journal-title":"Mach Learn"},{"key":"1038_CR23","doi-asserted-by":"crossref","unstructured":"Di Rienzo M, Vaini E, Lombardi P (2015) Wearable monitoring: a project for the unobtrusive investigation of sleep physiology aboard the international space station. In: 2015 computing in cardiology conference (CinC). IEEE, pp 125\u2013128","DOI":"10.1109\/CIC.2015.7408602"},{"issue":"2","key":"1038_CR24","doi-asserted-by":"crossref","first-page":"1542","DOI":"10.14778\/1454159.1454226","volume":"1","author":"H Ding","year":"2008","unstructured":"Ding H, Trajcevski G, Scheuermann P, Wang X, Keogh E (2008) Querying and mining of time series data: experimental comparison of representations and distance measures. Proc VLDB Endow 1(2):1542\u20131552","journal-title":"Proc VLDB Endow"},{"issue":"1","key":"1038_CR25","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1145\/2379776.2379788","volume":"45","author":"P Esling","year":"2012","unstructured":"Esling P, Agon C (2012) Time-series data mining. ACM Comput Surv (CSUR) 45(1):12","journal-title":"ACM Comput Surv (CSUR)"},{"issue":"1","key":"1038_CR26","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1007\/BF00962700","volume":"11","author":"CA Espie","year":"1989","unstructured":"Espie CA, Lindsay WR, Espie LC (1989) Use of the Sleep Assessment Device (Kelley and Lichstein, 1980) to validate insomniacs\u2019 self-report of sleep pattern. J Psychopathol Behav Assess 11(1):71\u201379","journal-title":"J Psychopathol Behav Assess"},{"key":"1038_CR27","unstructured":"Fabeck G, Mathar R (2008) Kernel-based learning of decision fusion in wireless sensor networks. In: 2008 11th international conference on information fusion. IEEE, pp 1\u20137"},{"issue":"7","key":"1038_CR28","doi-asserted-by":"crossref","first-page":"645","DOI":"10.1007\/s00779-010-0293-9","volume":"14","author":"D Figo","year":"2010","unstructured":"Figo D, Diniz PC, Ferreira DR, Cardoso JM (2010) Preprocessing techniques for context recognition from accelerometer data. Pers Ubiquit Comput 14(7):645\u2013662","journal-title":"Pers Ubiquit Comput"},{"key":"1038_CR29","doi-asserted-by":"crossref","first-page":"615","DOI":"10.1001\/archpsyc.1976.01770050067011","volume":"33","author":"B Frankel","year":"1976","unstructured":"Frankel B, Coursey R, Buchbinder R, Snyder F (1976) Recorded and reported sleep in primary chronic insomnia. Arch Gen Psychiat 33:615\u201323","journal-title":"Arch Gen Psychiat"},{"issue":"6","key":"1038_CR30","doi-asserted-by":"crossref","first-page":"800","DOI":"10.3390\/s16060800","volume":"16","author":"M Gjoreski","year":"2016","unstructured":"Gjoreski M, Gjoreski H, Lus\u0307trek M, Gams M (2016) How accurately can your wrist device recognize daily activities and detect falls? Sensors 16(6):800","journal-title":"Sensors"},{"key":"1038_CR31","doi-asserted-by":"crossref","unstructured":"Haescher M, Trimpop J, Bieber G, Urban B (2016) Smartmove: a smartwatch algorithm to distinguish between high-and low-amplitude motions as well as doffed-states by utilizing noise and sleep. In: Proceedings of the 3rd international workshop on sensor-based activity recognition and interaction. ACM, p 1","DOI":"10.1145\/2948963.2948964"},{"key":"1038_CR32","unstructured":"Hager GD (2012) Task-directed sensor fusion and planning: a computational approach, vol 99. Springer Science & Business Media"},{"issue":"1","key":"1038_CR33","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1145\/1656274.1656278","volume":"11","author":"M Hall","year":"2009","unstructured":"Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH (2009) The WEKA data mining software: an update. ACM SIGKDD Explor Newslett 11(1):10\u201318","journal-title":"ACM SIGKDD Explor Newslett"},{"key":"1038_CR34","unstructured":"Heath MT (2002) Scientific computing: an introductory survey, vol 2. McGraw-Hill, New York"},{"issue":"5","key":"1038_CR35","doi-asserted-by":"crossref","first-page":"1525","DOI":"10.1109\/TIM.2009.2014507","volume":"58","author":"MA Hossain","year":"2009","unstructured":"Hossain MA, Atrey PK, El Saddik A (2009) Learning multisensor confidence using a reward-and-punishment mechanism. IEEE Trans Instrum Meas 58(5):1525\u20131534","journal-title":"IEEE Trans Instrum Meas"},{"key":"1038_CR36","unstructured":"Huang X, Oviatt S (2005) Toward adaptive information fusion in multimodal systems. In: International workshop on machine learning for multimodal interaction. Springer, pp 15\u2013 27"},{"issue":"7","key":"1038_CR37","doi-asserted-by":"crossref","first-page":"1357","DOI":"10.1007\/s00779-012-0570-x","volume":"17","author":"CW Jeong","year":"2013","unstructured":"Jeong CW, Joo SC, Jeong YS (2013) Sleeping situation monitoring system in ubiquitous environments. Person Ubiq Comput 17(7):1357\u20131364","journal-title":"Person Ubiq Comput"},{"issue":"6","key":"1038_CR38","doi-asserted-by":"crossref","first-page":"540","DOI":"10.1093\/sleep\/14.6.540","volume":"14","author":"MW Johns","year":"1991","unstructured":"Johns MW et al (1991) A new method for measuring daytime sleepiness: the Epworth sleepiness scale. Sleep 14(6):540\u2013 545","journal-title":"Sleep"},{"issue":"1","key":"1038_CR39","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1016\/j.inffus.2011.08.001","volume":"14","author":"B Khaleghi","year":"2013","unstructured":"Khaleghi B, Khamis A, Karray FO, Razavi SN (2013) Multisensor data fusion: a review of the state-of-the-art. Inform Fus 14(1):28\u201344","journal-title":"Inform Fus"},{"key":"1038_CR40","doi-asserted-by":"crossref","unstructured":"Kohavi R (1995) The power of decision tables. In: European conference on machine learning. Springer, pp 174\u2013189","DOI":"10.1007\/3-540-59286-5_57"},{"issue":"6","key":"1038_CR41","doi-asserted-by":"crossref","first-page":"985","DOI":"10.1007\/s00779-016-0960-6","volume":"20","author":"Z Liang","year":"2016","unstructured":"Liang Z, Ploderer B, Liu W, Nagata Y, Bailey J, Kulik L, Li Y (2016) Sleepexplorer: a visualization tool to make sense of correlations between personal sleep data and contextual factors. Pers Ubiquit Comput 20(6):985\u20131000","journal-title":"Pers Ubiquit Comput"},{"issue":"3","key":"1038_CR42","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1046\/j.1365-2869.1999.00155.x","volume":"8","author":"SW Lockley","year":"1999","unstructured":"Lockley SW, Skene DJ, Arendt J (1999) Comparison between subjective and actigraphic measurement of sleep and sleep rhythms. J Sleep Res 8(3):175\u2013183","journal-title":"J Sleep Res"},{"key":"1038_CR43","doi-asserted-by":"crossref","unstructured":"Majoe D, Bonhof P, Kaegi-Trachsel T, Gutknecht J, Widmer L (2010) Stress and sleep quality estimation from a smart wearable sensor. In: 2010 5th international conference on pervasive computing and applications (ICPCA). IEEE, pp 14\u201319","DOI":"10.1109\/ICPCA.2010.5704068"},{"issue":"3","key":"1038_CR44","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1109\/10.554761","volume":"44","author":"PD Mannheimer","year":"1997","unstructured":"Mannheimer PD, Cascini J, Fein ME, Nierlich SL (1997) Wavelength selection for low-saturation pulse oximetry. IEEE Trans Biomed Eng 44(3):148\u2013158","journal-title":"IEEE Trans Biomed Eng"},{"issue":"5544","key":"1038_CR45","doi-asserted-by":"crossref","first-page":"1048","DOI":"10.1126\/science.1062856","volume":"294","author":"P Maquet","year":"2001","unstructured":"Maquet P (2001) The role of sleep in learning and memory. Science 294(5544):1048\u20131052","journal-title":"Science"},{"issue":"1","key":"1038_CR46","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1007\/s00779-012-0623-1","volume":"18","author":"V Metsis","year":"2014","unstructured":"Metsis V, Kosmopoulos D, Athitsos V, Makedon F (2014) Non-invasive analysis of sleep patterns via multimodal sensor input. Person Ubiquit Comput 18(1):19\u201326","journal-title":"Person Ubiquit Comput"},{"key":"1038_CR47","doi-asserted-by":"crossref","unstructured":"Miwa H, Sasahara SI, Matsui T (2007) Roll-over detection and sleep quality measurement using a wearable sensor. In: 2007 29th annual international conference of the IEEE engineering in medicine and biology society. IEEE, pp 1507\u20131510","DOI":"10.1109\/IEMBS.2007.4352587"},{"issue":"2","key":"1038_CR48","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1093\/sleep\/26.2.208","volume":"26","author":"T Monk","year":"2003","unstructured":"Monk T, Buysse D, Kennedy K, Potts J, DeGrazia J, Miewald J (2003) Measuring sleep habits without using a diary: the sleep timing questionnaire (STQ). Sleep 26(2):208\u201312","journal-title":"Sleep"},{"key":"1038_CR49","first-page":"1255","volume":"27","author":"MM Ohayon","year":"2004","unstructured":"Ohayon MM, Carskadon MA, Guilleminault C, Vitiello MV (2004) Meta-analysis of quantitative sleep parameters from childhood to old age in healthy individuals: developing normative sleep values across the human lifespan. Sleep-New York Then Westchester- 27:1255\u20131274","journal-title":"Sleep-New York Then Westchester-"},{"issue":"1","key":"1038_CR50","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.wjorl.2016.02.001","volume":"2","author":"AA Ong","year":"2016","unstructured":"Ong AA, Gillespie MB (2016) Overview of smartphone applications for sleep analysis. World J Otorhinolaryngol-Head Neck Surg 2(1):45\u201349","journal-title":"World J Otorhinolaryngol-Head Neck Surg"},{"issue":"2","key":"1038_CR51","doi-asserted-by":"crossref","first-page":"87","DOI":"10.3233\/AIS-160372","volume":"8","author":"F Palumbo","year":"2016","unstructured":"Palumbo F, Gallicchio C, Pucci R, Micheli A (2016) Human activity recognition using multisensor data fusion based on reservoir computing. J Ambient Intell Smart Environ 8(2):87\u2013107","journal-title":"J Ambient Intell Smart Environ"},{"key":"1038_CR52","doi-asserted-by":"crossref","unstructured":"Palumbo F, La Rosa D, Chessa S (2014) Gp-m: mobile middleware infrastructure for ambient assisted living. In: 2014 IEEE symposium on computers and communications (ISCC). IEEE, pp 1\u20136","DOI":"10.1109\/ISCC.2014.6912623"},{"key":"1038_CR53","doi-asserted-by":"crossref","unstructured":"Phan D, Siong LY, Pathirana PN, Seneviratne A (2015) Smartwatch: performance evaluation for long-term heart rate monitoring. In: 2015 International symposium on bioelectronics and bioinformatics (ISBB). IEEE, pp 144\u2013147","DOI":"10.1109\/ISBB.2015.7344944"},{"issue":"3","key":"1038_CR54","doi-asserted-by":"crossref","first-page":"871","DOI":"10.1109\/TBME.2008.2006190","volume":"56","author":"SJ Preece","year":"2009","unstructured":"Preece SJ, Goulermas JY, Kenney LP, Howard D (2009) A comparison of feature extraction methods for the classification of dynamic activities from accelerometer data. IEEE Trans Biomed Eng 56(3):871\u2013879","journal-title":"IEEE Trans Biomed Eng"},{"key":"1038_CR55","first-page":"81","volume":"1","author":"JR Quinlan","year":"1986","unstructured":"Quinlan JR (1986) Induction of decision trees. Mach Learn 1:81\u2013106","journal-title":"Mach Learn"},{"issue":"4","key":"1038_CR56","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1016\/j.smrv.2010.10.001","volume":"15","author":"A Sadeh","year":"2011","unstructured":"Sadeh A (2011) The role and validity of actigraphy in sleep medicine: an update. Sleep Med Rev 15(4):259\u2013267","journal-title":"Sleep Med Rev"},{"issue":"4","key":"1038_CR57","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1093\/sleep\/18.4.288","volume":"18","author":"A Sadeh","year":"1995","unstructured":"Sadeh A, Hauri PJ, Kripke DF, Lavie P (1995) The role of actigraphy in the evaluation of sleep disorders. Sleep 18(4):288\u2013302","journal-title":"Sleep"},{"issue":"4","key":"1038_CR58","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1109\/MCOM.2013.6495768","volume":"51","author":"DK Shaeffer","year":"2013","unstructured":"Shaeffer DK (2013) MEMS inertial sensors: a tutorial overview. IEEE Commun Mag 51(4):100\u2013109","journal-title":"IEEE Commun Mag"},{"key":"1038_CR59","doi-asserted-by":"crossref","unstructured":"Shalev-Shwartz S, Singer Y, Srebro N (2007) Pegasos: primal estimated sub-gradient solver for SVM. In: Proceedings of the 24th international conference on machine learning. ACM, pp 807\u2013814","DOI":"10.1145\/1273496.1273598"},{"key":"1038_CR60","unstructured":"Snoek J, Larochelle H, Adams RP (2012) Practical Bayesian optimization of machine learning algorithms. In: Advances in neural information processing systems, pp 2951\u20132959"},{"issue":"2","key":"1038_CR61","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1109\/TEVC.2006.890274","volume":"11","author":"D Vernon","year":"2007","unstructured":"Vernon D, Metta G, Sandini G (2007) A survey of artificial cognitive systems: implications for the autonomous development of mental capabilities in computational agents. IEEE Trans Evol Comput 11(2):151\u2013180","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"1038_CR62","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1016\/S0304-3959(97)00207-8","volume":"75","author":"KG Wilson","year":"1998","unstructured":"Wilson KG, Watson ST, Currie SR (1998) Daily diary and ambulatory activity monitoring of sleep in patients with insomnia associated with chronic musculoskeletal pain. Pain 75(1):75\u201384","journal-title":"Pain"},{"key":"1038_CR63","doi-asserted-by":"crossref","unstructured":"de Zambotti M, Baker FC, Willoughby AR, Godino JG, Wing D, Patrick K, Colrain IM (2016) Measures of sleep and cardiac functioning during sleep using a multi-sensory commercially-available wristband in adolescents. Physiol Behav 158:143\u2013149","DOI":"10.1016\/j.physbeh.2016.03.006"},{"key":"1038_CR64","doi-asserted-by":"crossref","unstructured":"de Zambotti M, Claudatos S, Inkelis S, Colrain IM, Baker FC (2015) Evaluation of a consumer fitness-tracking device to assess sleep in adults. Chronobiol Int 32(7):1024\u20131028","DOI":"10.3109\/07420528.2015.1054395"},{"issue":"9","key":"1038_CR65","doi-asserted-by":"crossref","first-page":"11,891","DOI":"10.1016\/j.eswa.2011.03.081","volume":"38","author":"X Zhang","year":"2011","unstructured":"Zhang X, Liu J, Du Y, Lv T (2011) A novel clustering method on time series data. Expert Syst Appl 38(9):11,891\u201311,900","journal-title":"Expert Syst Appl"}],"container-title":["Personal and Ubiquitous Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00779-017-1038-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00779-017-1038-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00779-017-1038-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,4,5]],"date-time":"2018-04-05T08:53:51Z","timestamp":1522918431000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00779-017-1038-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,7,5]]},"references-count":65,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2018,4]]}},"alternative-id":["1038"],"URL":"https:\/\/doi.org\/10.1007\/s00779-017-1038-9","relation":{},"ISSN":["1617-4909","1617-4917"],"issn-type":[{"value":"1617-4909","type":"print"},{"value":"1617-4917","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,7,5]]}}}