{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T20:57:52Z","timestamp":1763499472355,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":41,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,5,20]],"date-time":"2019-05-20T00:00:00Z","timestamp":1558310400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,5,20]]},"DOI":"10.1145\/3329189.3329215","type":"proceedings-article","created":{"date-parts":[[2019,6,5]],"date-time":"2019-06-05T12:21:05Z","timestamp":1559737265000},"page":"251-261","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":35,"title":["Evaluating the accuracy of heart rate sensors based on photoplethysmography for in-the-wild analysis"],"prefix":"10.1145","author":[{"given":"Liliana","family":"Barrios","sequence":"first","affiliation":[{"name":"Department of Computer Science, ETH Zurich, Zurich, Switzerland"}]},{"given":"Pietro","family":"Oldrati","sequence":"additional","affiliation":[{"name":"Department of Computer Science, ETH Zurich, Zurich, Switzerland"}]},{"given":"Silvia","family":"Santini","sequence":"additional","affiliation":[{"name":"Universit\u00e0 della Svizzera Italiana (USI), Lugano, Switzerland"}]},{"given":"Andreas","family":"Lutterotti","sequence":"additional","affiliation":[{"name":"Neuroimmunology and Multiple Sclerosis Research, Department of Neurology University of Zurich, Zurich, Switzerland"}]}],"member":"320","published-online":{"date-parts":[[2019,5,20]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1161\/01.CIR.93.5.841"},{"key":"e_1_3_2_1_2_1","volume-title":"IBM Corp Armonk. Released","author":"NY","year":"2017","unstructured":"NY : IBM Corp Armonk. Released 2017 . IBM SPSS Statistics for Windows , Version 25.0. NY: IBM Corp Armonk. Released 2017. IBM SPSS Statistics for Windows, Version 25.0."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2013.2242328"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"crossref","unstructured":"Liliana Barrios Pietro Oldrati Silvia Santini and Andreas Lutterotti. 2018. Recognizing Digital Biomarkers for Fatigue Assessment in Patients with Multiple Sclerosis. In PervasiveHealth. EAI.  Liliana Barrios Pietro Oldrati Silvia Santini and Andreas Lutterotti. 2018. Recognizing Digital Biomarkers for Fatigue Assessment in Patients with Multiple Sclerosis. In PervasiveHealth. EAI.","DOI":"10.4108\/eai.20-4-2018.2276340"},{"key":"e_1_3_2_1_5_1","volume-title":"AG 2018. Everion monitor. Retrieved","author":"Biovotion","year":"2018","unstructured":"Biovotion AG 2018. Everion monitor. Retrieved Nov 9, 2018 from http:\/\/www.biovotion.com\/ Biovotion AG 2018. Everion monitor. Retrieved Nov 9, 2018 from http:\/\/www.biovotion.com\/"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(86)90837-8"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0002-8703(99)70112-2"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1088\/0031-9155\/19\/3\/003"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1093\/eurheartj\/ehm584"},{"key":"e_1_3_2_1_10_1","volume-title":"Retrieved","author":"Empatica Inc.","year":"2018","unstructured":"Empatica Inc. 2018 . E4 wristband . Retrieved April 02, 2018 from https:\/\/www.empatica.com\/en-eu\/research\/e4\/ Empatica Inc. 2018. E4 wristband. Retrieved April 02, 2018 from https:\/\/www.empatica.com\/en-eu\/research\/e4\/"},{"key":"e_1_3_2_1_11_1","volume-title":"Fitbit Charge HR. Retrieved","author":"Fitbit","year":"2018","unstructured":"Fitbit 2018. Fitbit Charge HR. Retrieved Nov 9, 2018 from https:\/\/www.fitbit.com\/be\/chargehr Fitbit 2018. Fitbit Charge HR. Retrieved Nov 9, 2018 from https:\/\/www.fitbit.com\/be\/chargehr"},{"key":"e_1_3_2_1_12_1","volume-title":"Holter Recorder SEER* 1000. Retrieved","author":"General Electric","year":"2018","unstructured":"General Electric Healthcare 2018. Holter Recorder SEER* 1000. Retrieved Nov 9, 2018 from http:\/\/www3.gehealthcare.com\/en\/products\/categories\/diagnostic_ecg\/ambulatory\/seer_1000 General Electric Healthcare 2018. Holter Recorder SEER* 1000. Retrieved Nov 9, 2018 from http:\/\/www3.gehealthcare.com\/en\/products\/categories\/diagnostic_ecg\/ambulatory\/seer_1000"},{"key":"e_1_3_2_1_13_1","volume-title":"Retrieved","author":"Healthcare General Electric","year":"2019","unstructured":"General Electric Healthcare 2019 . CardioDay 2.5 Holter ECG . Retrieved Apr 19, 2019 from https:\/\/www.gehealthcare.com\/en\/products\/diagnostic-ecg\/ambulatory\/cardioday-holter-ecg-software General Electric Healthcare 2019. CardioDay 2.5 Holter ECG. Retrieved Apr 19, 2019 from https:\/\/www.gehealthcare.com\/en\/products\/diagnostic-ecg\/ambulatory\/cardioday-holter-ecg-software"},{"key":"e_1_3_2_1_14_1","first-page":"7","article-title":"Can Wearable Devices Accurately Measure Heart Rate Variability","volume":"60","author":"Georgiou Konstantinos","year":"2018","unstructured":"Konstantinos Georgiou , Andreas V. Larentzakis , Nehal N. Khamis , Ghadah I. Alsuhaibani , Yasser A. Alaska , and Elias J. Giallafos . 2018 . Can Wearable Devices Accurately Measure Heart Rate Variability ? A Systematic Review. Folia Medica 60 , 1 (2018), 7 -- 20 . Konstantinos Georgiou, Andreas V. Larentzakis, Nehal N. Khamis, Ghadah I. Alsuhaibani, Yasser A. Alaska, and Elias J. Giallafos. 2018. Can Wearable Devices Accurately Measure Heart Rate Variability? A Systematic Review. Folia Medica 60, 1 (2018), 7--20.","journal-title":"A Systematic Review. Folia Medica"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1111\/1469-8986.3920246"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00421-015-3303-9"},{"volume-title":"Retrieved","year":"2016","key":"e_1_3_2_1_17_1","unstructured":"googlefitbit 2016 . googlefitbit . Retrieved Nov 23, 2018 from https:\/\/github.com\/simonbromberg\/googlefitbit googlefitbit 2016. googlefitbit. Retrieved Nov 23, 2018 from https:\/\/github.com\/simonbromberg\/googlefitbit"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1519\/JSC.0000000000001662"},{"key":"e_1_3_2_1_19_1","volume-title":"Retrieved","author":"Empatica Inc.","year":"2018","unstructured":"Empatica Inc. 2018 . How is IBI.csv obtained ? Retrieved December 28, 2018 from https:\/\/support.empatica.com\/hc\/en-us\/articles\/201912319-How-is-IBI-csv-obtained- Empatica Inc. 2018. How is IBI.csv obtained? Retrieved December 28, 2018 from https:\/\/support.empatica.com\/hc\/en-us\/articles\/201912319-How-is-IBI-csv-obtained-"},{"key":"e_1_3_2_1_20_1","volume-title":"Retrieved","author":"International Data Corporation","year":"2018","unstructured":"International Data Corporation 2018 . IDC Forecasts . Retrieved Jan 08, 2018 from https:\/\/www.idc.com\/getdoc.jsp?containerId=prUS44276818 International Data Corporation 2018. IDC Forecasts. Retrieved Jan 08, 2018 from https:\/\/www.idc.com\/getdoc.jsp?containerId=prUS44276818"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2015.2437951"},{"key":"e_1_3_2_1_22_1","article-title":"Validation of Biofeedback Wearables for Photoplethysmographic Heart Rate Tracking","volume":"15","author":"Jo Edward","year":"2016","unstructured":"Edward Jo , Kiana Lewis , Dean Directo , Michael J Kim , and Brett A Dolezal . 2016 . Validation of Biofeedback Wearables for Photoplethysmographic Heart Rate Tracking . Journal of sports science & medicine 15 , 3 (08 2016), 540--547. Edward Jo, Kiana Lewis, Dean Directo, Michael J Kim, and Brett A Dolezal. 2016. Validation of Biofeedback Wearables for Photoplethysmographic Heart Rate Tracking. Journal of sports science & medicine 15, 3 (08 2016), 540--547.","journal-title":"Journal of sports science & medicine"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.biopsych.2009.12.012"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacc.2007.01.024"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcm.2016.02.012"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1038\/nnano.2016.38"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/2556288.2557278"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/EMBSISC.2016.7508621"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2003.808805"},{"key":"e_1_3_2_1_30_1","volume-title":"Cardiac Autonomic Responses during Exercise and Post-exercise Recovery Using Heart Rate Variability and Systolic Time Intervals-A Review. Frontiers in physiology 8 (05","author":"Michael Scott","year":"2017","unstructured":"Scott Michael , Kenneth S Graham , and Oam Davis , Glen M. 2017. Cardiac Autonomic Responses during Exercise and Post-exercise Recovery Using Heart Rate Variability and Systolic Time Intervals-A Review. Frontiers in physiology 8 (05 2017 ), 301; 301--301. Scott Michael, Kenneth S Graham, and Oam Davis, Glen M. 2017. Cardiac Autonomic Responses during Exercise and Post-exercise Recovery Using Heart Rate Variability and Systolic Time Intervals-A Review. Frontiers in physiology 8 (05 2017), 301; 301--301."},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00421-008-0742-6"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2014.6944419"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2010.12.028"},{"key":"e_1_3_2_1_34_1","unstructured":"Polar 2018. Polar OH1. Retrieved Nov 9 2018 from https:\/\/www.polar.com\/en\/products\/accessories\/oh1-optical-heart-rate-sensor  Polar 2018. Polar OH1. Retrieved Nov 9 2018 from https:\/\/www.polar.com\/en\/products\/accessories\/oh1-optical-heart-rate-sensor"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijcard.2012.03.119"},{"key":"e_1_3_2_1_36_1","volume-title":"An Overview of Heart Rate Variability Metrics and Norms. Frontiers in Public Health 5 (09","author":"Shaffer Fredric","year":"2017","unstructured":"Fredric Shaffer and J P Ginsberg . 2017. An Overview of Heart Rate Variability Metrics and Norms. Frontiers in Public Health 5 (09 2017 ), 258. Fredric Shaffer and J P Ginsberg. 2017. An Overview of Heart Rate Variability Metrics and Norms. Frontiers in Public Health 5 (09 2017), 258."},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.biopsycho.2005.11.013"},{"key":"e_1_3_2_1_38_1","volume-title":"Validity of wrist-worn consumer products to measure heart rate and energy expenditure. Digital health 4 (04","author":"Thiebaud Robert","year":"2018","unstructured":"Robert Thiebaud , Merrill Funk , Jacelyn Patton , Brook Massey , Terri Shay , Martin Schmidt , and Nicolas Giovannitti . 2018. Validity of wrist-worn consumer products to measure heart rate and energy expenditure. Digital health 4 (04 2018 ). Robert Thiebaud, Merrill Funk, Jacelyn Patton, Brook Massey, Terri Shay, Martin Schmidt, and Nicolas Giovannitti. 2018. Validity of wrist-worn consumer products to measure heart rate and energy expenditure. Digital health 4 (04 2018)."},{"key":"e_1_3_2_1_39_1","volume-title":"Switzerland) 18, 3","author":"Vescio Basilio","year":"2018","unstructured":"Basilio Vescio , Maria Salsone , Antonio Gambardella , and Aldo Quattrone . 2018. Comparison between Electrocardiographic and Earlobe Pulse Photoplethysmographic Detection for Evaluating Heart Rate Variability in Healthy Subjects in Short- and Long-Term Recordings. Sensors (Basel , Switzerland) 18, 3 ( 2018 ). Basilio Vescio, Maria Salsone, Antonio Gambardella, and Aldo Quattrone. 2018. Comparison between Electrocardiographic and Earlobe Pulse Photoplethysmographic Detection for Evaluating Heart Rate Variability in Healthy Subjects in Short- and Long-Term Recordings. Sensors (Basel, Switzerland) 18, 3 (2018)."},{"key":"e_1_3_2_1_40_1","volume-title":"Wahoo Ticker Fit. Retrieved","author":"Wahoo Fitness","year":"2018","unstructured":"Wahoo Fitness 2018. Wahoo Ticker Fit. Retrieved Nov 9, 2018 from https:\/\/eu.wahoofitness.com\/devices\/heart-rate-monitors Wahoo Fitness 2018. Wahoo Ticker Fit. Retrieved Nov 9, 2018 from https:\/\/eu.wahoofitness.com\/devices\/heart-rate-monitors"},{"key":"e_1_3_2_1_41_1","volume-title":"Accuracy of Heart Rate Watches: Implications for Weight Management. PLOS ONE 11, 5","author":"Wallen Matthew","year":"2016","unstructured":"Matthew Wallen , Sjaan Gomersall , Shelley Keating , Ulrik Wisl\u00f8ff , and Jeff Coombes . 2016. Accuracy of Heart Rate Watches: Implications for Weight Management. PLOS ONE 11, 5 ( 2016 ). Matthew Wallen, Sjaan Gomersall, Shelley Keating, Ulrik Wisl\u00f8ff, and Jeff Coombes. 2016. Accuracy of Heart Rate Watches: Implications for Weight Management. PLOS ONE 11, 5 (2016)."}],"event":{"name":"PervasiveHealth'19: The 13th International Conference on Pervasive Computing Technologies for Healthcare","sponsor":["EAI The European Alliance for Innovation"],"location":"Trento Italy","acronym":"PervasiveHealth'19"},"container-title":["Proceedings of the 13th EAI International Conference on Pervasive Computing Technologies for Healthcare"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3329189.3329215","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3329189.3329215","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:54:17Z","timestamp":1750204457000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3329189.3329215"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,5,20]]},"references-count":41,"alternative-id":["10.1145\/3329189.3329215","10.1145\/3329189"],"URL":"https:\/\/doi.org\/10.1145\/3329189.3329215","relation":{},"subject":[],"published":{"date-parts":[[2019,5,20]]},"assertion":[{"value":"2019-05-20","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}