英文摘要
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The purpose of this study is to use personal physiological parameters, exercise participation, sleep quality, etc. to explore the relationship that affects an individual's health status, and to predict the accuracy of an individual's health based on the detected data. This study is also based on people who want to effectively manage their own health. Some machine learning algorithms are used, such as Logistic Regression and Support Vector Machine to find out the relationship between detection data and prediction data, and then optimize the accuracy of health predictions. One of the influential values, blood pressure, is highly correlated with major risk factors for diseases such as heart disease, stroke, kidney disease, and eye diseases. According to the National Health Service research, the prevalence of hypertension in people over 18 years old is 24.1%, and the prevalence of hypertension in 18-39 years old is 4.7%. The research results also found that individuals with good quality sleep and regular exercise habits will directly produce different and better results for individual physiological parameters, and can effectively improve the individual's health status.
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参考文献
|
-
相子元,石又,何金山(2012)。感測科技於運動健康科學之應用。體育學報,45(1),1-12。
連結:
-
Hey Band, App Store, 2016.
-
(2013).Google Glas、SmartWatch 將掀起智慧穿戴式科技革命.臺北市:拓墣科技股份有限公司.
-
BENEVO 台灣部落客(2015-04-08)。穿戴式裝置目前有 9 種型態,BENEVO 台灣部落格之科技應用,創新與分享。檢自 :http://benevo.pixnet.net/blog/post/62973962-%E7%A9%BF%E6%88%B4%E5%BC%8F%E8%A3%9D%E7%BD%AE%E7%9B%AE%E5%89%8D%E6%9C%899%E7%A8%AE%E5%9E%8B%E6%85%8B
-
Bravata, D. M.,Smith-Spangler, C.,Sundaram, V.,Gienger, A. L.,Lin, N.,Lewis, R.,Sirard, J. R.(2007).Using pedometers to increase physical activity and improve health: A systematic review.JAMA: The Journal of the American Medical Association,298(19),2296.
-
Ceesay, S. M.,Prentice, A. M.,Day, K. C.,Murgatroyd, P. R.,Goldberg, K.,Scott, W.(1989).The use of heart rate monitoring in the estimation of energy expenditure: a validation study using indirect whole-body calorimetry.British Journal of Nutrition,61,175-186.
-
Chowdhary, P.,Lee, S.,Timm, J.,Ludwig, H.,Knoop, S.(2016).Coordinating Analytics Methods for Mobile Healthcare Applications.2016 IEEE/ACM International Workshop on Software Engineering in Healthcare Systems (SEHS),Austin, TX:
-
Darrell F.,Murat T.,John T.,Fuad S.,Christiane C.(2017).Mobile Healthcare Delivery: A Dynamic Environment Where Healthcare, Mobile Technology, Engineering, and Individual Lifestyles Converge.
-
Gami D. J(2015).IoT: The Age of Machine.International Journal of Engineering Research and General Science,3(6),493-495.
-
Huang, H.-M.(2015).Hsinchu Taiwan,Department of Computer Science National Tsing Hua University.
-
Lee, S. W.,Mase, K.,Kogure, K.(2005).Detection of spatiotemporalgait parameters by using wearable motion sensors.Conference Proceedings: Annual International conference of theIEEE Engineering in Medicine and Biology Society
-
Rodriguez, D. A.,Brown, A. L.,Troped, P. J.(2005).Portable global positioning units to complement accelerometry-based physical activity monitors.Medicine & Science in Sports & Exercise,37(11),572.
-
Rohan, B.,Ankita R. N.,Dutta, D.(2017).A Study of Machine Learning in Healthcare.2017 IEEE 41st Annual Computer Software and Applications Conference (COMPSAC)
-
Schneider, P. L.,Crouter, S. E.,Lukajic, O.(2003).Accuracy and reliability of 10 pedometers for measuring steps over a 400-m walk.Medicine & Science in Sports & Exercise,35(10),1779-1784.
-
SLS 宅學習 (2008) 。 分類 (Classification) , 深網 (Deep Web) 智慧 。 檢自 :https://sls.weco.net/node/10936
-
拓墣產業研究所(2013)。就是那個光—醫療保健穿戴式裝置優先起飛。檢自: https://www.topology.com.tw/DataContent/report/%E5%B0%B1%E6%98%AF%E9%82%A3%E5%80%8B%E5%85%89%EF%BC%8D%E9%86%AB%E7%99%82%E4%BF%9D%E5%81%A5%E7%A9%BF%E6%88%B4%E5%BC%8F%E8%A3%9D%E7%BD%AE%E5%84%AA%E5%85%88%E8%B5%B7%E9%A3%9B/13854
-
林衣瑄(2011)。高雄市,國立高雄大學應用經濟學系。
-
林尚誼(2015)。台北市,國立臺北科技大學電機工程系。
-
林芸如(2014)。花蓮縣,國立東華大學資訊工程學系。
-
洪基庭,康龍豐,洪煌佳(2009)。大專劍道選手運動參與動機與阻礙因素之相關研究。運動健康與休閒學刊,14
-
科技新報 Tech News(2017)。醫療 AI 發展加速,預防醫學導入最為迅速,TechNews Taiwan Inc.。檢自:http://technews.tw/2017/07/19/medical-treatment-ai/
-
胡國強,吳欽杉(1988)。企業推廣教育學員參與琵度及成效評估之分析。中華民國管理教育研討論文集
-
徐書芬(2015)。嘉義縣,南華大學資訊管理學系。
-
馬克‧彼得曼(Mark Bittman)(2014)。如何吃得有「飽足感」?,聯合新聞網、遠流。檢自: https://health.udn.com/health/story/6032/475226
-
國立臺灣大學睡眠實驗室(2014)。何謂睡眠?,國立臺灣大學獸醫專業學院。檢自 :https://sleep-laboratory-at-ntu.webnode.tw/%E5%B8%B8%E8%A6%8B%E5%95%8F%E9%A1%8C/%E4%BD%95%E8%AC%82%E7%9D%A1%E7%9C%A0%EF%BC%9F/
-
張世明(2016)。彰化縣,大葉大學運動健康管理學系。
-
教育局(2015)。HMSC 健康管理與社會關懷,健康和幸福。
-
陳怡宏(2017)。「傳統」與「現代」並存的臺灣四百年醫療史,聯合報系。檢自: https://reader.udn.com/reader/story/7923/2499701
-
陳根(2013).智能穿戴改變世界─下一輪商業浪潮.北京:電子工業出版社.
-
黃靖殷(2011)。嘉義縣,國立中正大學社會福利學系暨研究所。
-
楊心怡(2016)。心跳告訴你,7個身體沒說的秘密,康健雜誌。檢自:http://www.commonhealth.com.tw/article/article.action?nid=72395
-
趙函穎(2017)。卡路里瘦身是場世紀大陷阱,三采文化。檢自 https://www.cathay-hcm.com.tw/cn/front/newsItem/ff8080815ced34ab015ced9f9edb0006
-
劉光啟(2014)。台北市,台北市立大學休閒運動管理學系暨碩士班。
-
劉柏麟(2017)。健身|認識運動指標,別再忽視你的運動品質。檢自:https://www.chuanyusport.com.tw/Article/%E8%AA%8D%E8%AD%98%E9%81%8B%E5%8B%95%E6%8C%87%E6%A8%99%EF%BC%8C%E5%88%A5%E5%86%8D%E5%BF%BD%E8%A6%96%E4%BD%A0%E7%9A%84%E9%81%8B%E5%8B%95%E5%93%81%E8%B3%AA
-
劉惠敏(2017)。長照2.0版正式上路,變得更好嗎?。檢自:https://www.twreporter.org/a/opinion-long-term-care-version2
-
鄧秀蘭。重新被看見的中醫傳統醫療照護—中醫護理發展,健照所:護理組。檢自: http://teach.med.ncku.edu.tw/bcyang/sciencehistory/Student/Student2007/secondperiod/%A4%A4%B0%EA%B6%C7%B2%CE%A4%E5%A4%C6%AA%BA%BCv%C5T(%A4%A4%C2%E5%C5@%B2z)-%BEH%A8q%C4%F5.doc
-
賴姿侑 (2012) 。穿戴式脈搏感測器之研發現況。檢自http://www.digitimes.com.tw/tw/dt/n/shwnws.asp?CnlID=13&Cat=2&Cat1=&id=0000315378_WXB4KQ346H9TA79LLV1VT
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