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Proceedings of the 2014 workshop on physical analytics最新文献

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Socio-physical analytics: challenges & opportunities 社会物理分析:挑战与机遇
Proceedings of the 2014 workshop on physical analytics Pub Date : 2014-06-11 DOI: 10.1145/2611264.2611265
Archan Misra, Kasthuri Jayarajah, Shriguru Nayak, Philips Kokoh Prasetyo, Ee-Peng Lim
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引用次数: 11
Physical analytics to model health behaviors 模拟健康行为的物理分析
Proceedings of the 2014 workshop on physical analytics Pub Date : 2014-06-11 DOI: 10.1145/2611264.2611272
Anmol Madan
{"title":"Physical analytics to model health behaviors","authors":"Anmol Madan","doi":"10.1145/2611264.2611272","DOIUrl":"https://doi.org/10.1145/2611264.2611272","url":null,"abstract":"Mobile phones are a pervasive platform for opportunistic sensing of social and health related behaviors. In this talk, I discuss how sensor data from mobile phones can be used to model and predict health outcomes. The talk starts with a review of research at the MIT Media Lab, and then transitions into how Ginger.io has built a commercial platform to collect, annotate, analyze and drive healthcare interventions at scale, deployed with major US hospital systems and healthcare providers. The Ginger.io three-part platform -- patient app, behavioral analytics engine, and provider dashboard -- applies this technology to give care providers a window into their patients' health between office visits. Our mobile app uses smartphone sensors to passively collect information about a patient's daily patterns. Using this data, our machine learning models are able to detect at-risk patients significantly better than the standard of care. Any concerning changes in behavior are communicated to the provider through our simple, action-oriented web dashboard. Ginger.io is part of the care solutions at institutions such as Kaiser Permanente, Novant Health, UCSF, Duke Medical and Cincinnati Children's.","PeriodicalId":131326,"journal":{"name":"Proceedings of the 2014 workshop on physical analytics","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121142703","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
GlimpseData: towards continuous vision-based personal analytics GlimpseData:面向基于视觉的持续个人分析
Proceedings of the 2014 workshop on physical analytics Pub Date : 2014-06-11 DOI: 10.1145/2611264.2611269
Seungyeop Han, R. Nandakumar, Matthai Philipose, A. Krishnamurthy, D. Wetherall
{"title":"GlimpseData: towards continuous vision-based personal analytics","authors":"Seungyeop Han, R. Nandakumar, Matthai Philipose, A. Krishnamurthy, D. Wetherall","doi":"10.1145/2611264.2611269","DOIUrl":"https://doi.org/10.1145/2611264.2611269","url":null,"abstract":"Emerging wearable devices provide a new opportunity for mobile context-aware applications to use continuous audio/video sensing data as primitive inputs. Due to the high-datarate and compute-intensive nature of the inputs, it is important to design frameworks and applications to be efficient. We present the GlimpseData framework to collect and analyze data for studying continuous high-datarate mobile perception. As a case study, we show that we can use low-powered sensors as a filter to avoid sensing and processing video for face detection. Our relatively simple mechanism avoids processing roughly 60% of video frames while missing only 10% of frames with faces in them.","PeriodicalId":131326,"journal":{"name":"Proceedings of the 2014 workshop on physical analytics","volume":"63 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131685820","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: Wireless tracking 会话细节:无线跟踪
Proceedings of the 2014 workshop on physical analytics Pub Date : 2014-06-11 DOI: 10.1145/3255792
Archan Misra
{"title":"Session details: Wireless tracking","authors":"Archan Misra","doi":"10.1145/3255792","DOIUrl":"https://doi.org/10.1145/3255792","url":null,"abstract":"","PeriodicalId":131326,"journal":{"name":"Proceedings of the 2014 workshop on physical analytics","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123569504","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: Human and social sensing 会议细节:人类和社会感知
Proceedings of the 2014 workshop on physical analytics Pub Date : 2014-06-11 DOI: 10.1145/3255791
Ramón Cáceres
{"title":"Session details: Human and social sensing","authors":"Ramón Cáceres","doi":"10.1145/3255791","DOIUrl":"https://doi.org/10.1145/3255791","url":null,"abstract":"","PeriodicalId":131326,"journal":{"name":"Proceedings of the 2014 workshop on physical analytics","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125730285","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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