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DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)最新文献

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Discovery of Behavioral Markers of Social Anxiety from Smartphone Sensor Data 从智能手机传感器数据中发现社交焦虑的行为标记
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3089341.3089343
Yu Huang, Jiaqi Gong, Mark Rucker, Philip I. Chow, Karl C. Fua, M. Gerber, B. Teachman, Laura E. Barnes
{"title":"Discovery of Behavioral Markers of Social Anxiety from Smartphone Sensor Data","authors":"Yu Huang, Jiaqi Gong, Mark Rucker, Philip I. Chow, Karl C. Fua, M. Gerber, B. Teachman, Laura E. Barnes","doi":"10.1145/3089341.3089343","DOIUrl":"https://doi.org/10.1145/3089341.3089343","url":null,"abstract":"Better understanding of an individual's smartphone use can help researchers to understand the relationship between behaviors and mental health, and ultimately improve methods for early detection, evaluation, and intervention. This relationship may be particularly significant for individuals with social anxiety, for whom stress from social interactions may arise repeatedly and unexpectedly over the course of a day. For this reason, we present an exploratory study of behavioral markers extracted from smartphone data. We examine fine-grained behaviors before and after smartphone communication events across social anxiety levels. To discover behavioral markers, we model the smartphone as a linear dynamical system with the accelerometer data as output. In a two-week study of 52 college students, we find substantially different behavioral markers prior to outgoing phone calls when comparing individuals with high and low social anxiety.","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"20 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85524960","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 21
Session details: Digital Biomarkers for Behavioral and Cognitive Health Session 会议细节:行为和认知健康的数字生物标志物会议
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3257958
D. Estrin
{"title":"Session details: Digital Biomarkers for Behavioral and Cognitive Health Session","authors":"D. Estrin","doi":"10.1145/3257958","DOIUrl":"https://doi.org/10.1145/3257958","url":null,"abstract":"","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"16 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73264440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Proceedings of the 1st Workshop on Digital Biomarkers 第一届数字生物标志物研讨会论文集
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3089341
D. Estrin, J. P. Pollak, Tauhidur Rahman
{"title":"Proceedings of the 1st Workshop on Digital Biomarkers","authors":"D. Estrin, J. P. Pollak, Tauhidur Rahman","doi":"10.1145/3089341","DOIUrl":"https://doi.org/10.1145/3089341","url":null,"abstract":"It is our great pleasure to welcome you to the ACM 1st workshop on Digital Biomarkers 2017 (DigitalBioMarkers'17). The workshop will bring academics, industry researchers and medical researchers together to address the modeling, testing, and validation of new digital biomarkers for evaluating and predicting onset of diseases/health conditions, response to treatments, and effects of interventions. The workshop aims to facilitate a systematic discussion among experts from different knowledge domains including mobile sensing, systems, machine learning, medicine and health sciences in order to (i) identify new digital biomarkers relevant to behavioral, chronic, and degenerative conditions, (ii) identify the key shortcomings of the existing mobile and wearable sensor systems, and research platforms (e.g., ResearchKit(™) and ResearchStack) for digital biomarker inference in terms of scalability, customizability, and sensing affordances, (iii) find realistic solutions towards building new digital biomarker evidence engine leveraging sensor data from a variety of mobile systems (e.g., smartphones, wearables, IoT devices, and other relevant digital traces), (iv) identify key data collection, labeling, testing and validation methodologies for development of digital biomarkers. \u0000 \u0000The call for papers attracted highly relevant submissions from around the world. The program committee accepted 6 short papers out of 9 submissions. In addition to the presentations of the 6 accepted papers, the workshop will feature one a morning keynote and an afternoon panel session. \u0000Keynote: \"A Quantum of Solace: Digital Traces and Mental Health\", Prof. Vincent M. B. Silenzio, University of Rochester School of Medicine & Dentistry \u0000Designing studies for feasibility testing, refinement and validation of digital biomarkers Panel Session","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"247 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74895031","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
MyoBuddy: Detecting Barbell Weight Using Electromyogram Sensors MyoBuddy:使用肌电图传感器检测杠铃重量
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3089341.3089346
Bo-Jhang Ho, Renju Liu, Hsiao-Yun Tseng, M. Srivastava
{"title":"MyoBuddy: Detecting Barbell Weight Using Electromyogram Sensors","authors":"Bo-Jhang Ho, Renju Liu, Hsiao-Yun Tseng, M. Srivastava","doi":"10.1145/3089341.3089346","DOIUrl":"https://doi.org/10.1145/3089341.3089346","url":null,"abstract":"Muscular dystrophy is a group of genetic diseases that cause the loss of muscles and hence weakening the muscle strength. A typical treatment for muscular dystrophy patients is routinely performing weight exercise to slow down the loss in muscles. Thus, we propose a system MyoBuddy to help both physical therapists and patients to keep track of the weights in workout activities based on electromyography (EMG) sensors embedded in Myo armband. In our study, we collect 102 sessions of EMG data from barbell bicep curl exercise with a range of weights from 20 to 70 lbs with a 10-pound increment. Both Support Vector Machine and Random Forest algorithms are explored to classify which weight of barbells are lifted. At the end, we achieve 77.1% classification accuracy on average.","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"25 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80116977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
Designing Effective Movement Digital Biomarkers for Unobtrusive Emotional State Mobile Monitoring 设计有效的运动数字生物标志物，用于不显眼的情绪状态移动监测
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3089341.3089342
Abhinav Mehrotra, Mirco Musolesi
{"title":"Designing Effective Movement Digital Biomarkers for Unobtrusive Emotional State Mobile Monitoring","authors":"Abhinav Mehrotra, Mirco Musolesi","doi":"10.1145/3089341.3089342","DOIUrl":"https://doi.org/10.1145/3089341.3089342","url":null,"abstract":"Mobile sensing technologies and machine learning techniques have been successfully exploited to build effective systems for mental health monitoring and intervention. Various approaches have recently been proposed to effectively exploit contextual information such as mobility, communication and mobile usage patterns for quantifying users' emotional states and wellbeing. In particular, it has been shown that location information collected by means of smartphones can be successfully used to monitor and predict depression levels, as measured by means of standard scores such as PHQ-8. In this paper, we investigate the design of novel digital biomarkers based on the fine-grained characterization of the mobility patterns of a user, also considering the temporal dimension of their movements (e.g., sequence of places visited by them). We show that the proposed biomarkers have a statistically significant association with emotional states. We also demonstrate that emotional states have a stronger relationship with mobility patterns of weekdays compared to all days of a week. Finally, we discuss the challenges in using these biomarkers in the implementation of \"emotion-aware\" systems for digital health.","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"80 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74496416","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 15
Session details: Methodology 会议详情:方法
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3257960
J. Pollak
{"title":"Session details: Methodology","authors":"J. Pollak","doi":"10.1145/3257960","DOIUrl":"https://doi.org/10.1145/3257960","url":null,"abstract":"","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"109 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74570191","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Motion Biomarkers for Early Detection of Dementia-Related Agitation 早期检测痴呆相关躁动的运动生物标志物
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3089341.3089344
Ridwan Alam, Jiaqi Gong, M. Hanson, Azziza Bankole, M. Anderson, T. Smith-Jackson, J. Lach
{"title":"Motion Biomarkers for Early Detection of Dementia-Related Agitation","authors":"Ridwan Alam, Jiaqi Gong, M. Hanson, Azziza Bankole, M. Anderson, T. Smith-Jackson, J. Lach","doi":"10.1145/3089341.3089344","DOIUrl":"https://doi.org/10.1145/3089341.3089344","url":null,"abstract":"Agitation in dementia poses a major health risk for both the patients and their caregivers and induces a huge caregiving burden. Early detection of agitation can facilitate timely intervention and prevent escalation of critical episodes. Sensing behavioral patterns for detecting health critical events is a challenging task. Wearable sensors are often employed for sensing physiological signals, but extracting possible biomarkers for confident detection of early agitation is still an open research. In this paper, we employ an ongoing iterative study to explore the motion biomarkers related to agitation in community-dwelling persons with dementia (PWD). This study uses accelerometers in smart watches to capture PWD behavioral patterns unobtrusively. Analysis of the feature space is performed using data from multiple subjects to discriminate among epochs of onset, preset, and offset of agitation while considering inter-person variability in real deployments. This paper shows the prospect of feature space analysis of the motion data for developing early agitation detection models to deploy in the wild.","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"40 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88906024","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 20
Session details: Keynote Address 会议详情:主题演讲
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3257957
D. Estrin
{"title":"Session details: Keynote Address","authors":"D. Estrin","doi":"10.1145/3257957","DOIUrl":"https://doi.org/10.1145/3257957","url":null,"abstract":"","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"9 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84192836","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Session details: Panel 会议详情:
DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.) Pub Date : 2017-06-23 DOI: 10.1145/3257961
J. Pollak
{"title":"Session details: Panel","authors":"J. Pollak","doi":"10.1145/3257961","DOIUrl":"https://doi.org/10.1145/3257961","url":null,"abstract":"","PeriodicalId":92197,"journal":{"name":"DigitalBiomarkers'17 : proceedings of the 1st Workshop on Digital Biomarkers : June 23, 2017, Niagara Falls, NY, USA. Workshop on Digital Biomarkers (1st : 2017 : Niagara Falls, N.Y.)","volume":"15 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2017-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88434174","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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