{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T16:52:40Z","timestamp":1781110360476,"version":"3.54.1"},"reference-count":16,"publisher":"IGI Global Scientific Publishing","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,10,1]]},"abstract":"<p>This article describes how pervasive sensing technologies are promising for increasing one-person household (OPH), where a system monitors and assists a resident to maintain healthy life rhythm. Automatic recognition of activities of daily living (ADLS) has been a hot research topic in pervasive computing. However, most existing methods have limitations in development cost, privacy exposure, and inconvenience for residents. To cope with the limitations, this article presents a new ADL recognition system especially for OPH. To minimize the development cost as well as intrusions to user and house, the system exploits an IoT-based environment sensing device, called autonomous sensor box (sensorbox) which can autonomously measure 7 kinds of environment attributes. The system then applies machine-learning techniques to predict 7 kinds of ADLS. Finally, this article conducts an experiment within an actual apartment of a single user. The result shows that the proposed system achieves the average accuracy of ADLS recognition with about 88%, by carefully developing the features of environment attributes.<\/p>","DOI":"10.4018\/ijsi.2018100102","type":"journal-article","created":{"date-parts":[[2018,7,30]],"date-time":"2018-07-30T10:28:07Z","timestamp":1532946487000},"page":"16-29","source":"Crossref","is-referenced-by-count":4,"title":["Using Non-Intrusive Environmental Sensing for ADLS Recognition in One-Person Household"],"prefix":"10.4018","volume":"6","author":[{"given":"Long","family":"Niu","sequence":"first","affiliation":[{"name":"Graduate School of System Informatics, Kobe University, Kobe, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sachio","family":"Saiki","sequence":"additional","affiliation":[{"name":"Graduate School of System Informatics, Kobe University, Kobe, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Masahide","family":"Nakamura","sequence":"additional","affiliation":[{"name":"Graduate School of System Informatics, Kobe University, Kobe, Japan & RIKEN AIP, Tokyo, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJSI.2018100102-0","doi-asserted-by":"publisher","DOI":"10.1111\/j.1479-8425.2004.00138.x"},{"key":"IJSI.2018100102-1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-74819-9_45"},{"key":"IJSI.2018100102-2","doi-asserted-by":"publisher","DOI":"10.1007\/s10846-007-9201-6"},{"key":"IJSI.2018100102-3","doi-asserted-by":"publisher","DOI":"10.1093\/aje\/kwj185"},{"key":"IJSI.2018100102-4","doi-asserted-by":"publisher","DOI":"10.1197\/jamia.M2026"},{"key":"IJSI.2018100102-5","unstructured":"Jacek Czerwonka. (2009). PICT 3.3 User\u2019s Guide. Retrieved February 04, 2009, from http:\/\/amibugshare.com\/pict\/help.html"},{"key":"IJSI.2018100102-6","unstructured":"Kusano, K., Muro, H., Hayashi, T., Harada, F., & Shimakawa, H. (2011). Derivation of Life Rhythm from Tracing Elderly Movement. In The 10th Forum on Information Technology (Vol. 10, pp. 891-892). IEICE."},{"key":"IJSI.2018100102-7","unstructured":"Ministry of Health. Labour and Welfare. (2010) Supports for Independence in Order to Stabilize Living and Society. Annual Health, Labour and Welfare Report 2008-2009. Retrieved 2010, from http:\/\/www.mhlw.go.jp\/english\/wp\/wp-hw3\/"},{"key":"IJSI.2018100102-8","doi-asserted-by":"publisher","DOI":"10.1145\/2494091.2494120"},{"key":"IJSI.2018100102-9","doi-asserted-by":"publisher","DOI":"10.3390\/s130201402"},{"key":"IJSI.2018100102-10","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2004.7"},{"key":"IJSI.2018100102-11","doi-asserted-by":"publisher","DOI":"10.1109\/ICIS.2016.7550871"},{"key":"IJSI.2018100102-12","unstructured":"Statista. (2017). Percentage of single-person households in the U.S. 2015, by state. Retrieved 2017, from https:\/\/www.statista.com\/statistics\/242284\/percentage-of-single-person-households-in-the-us-by-state\/"},{"key":"IJSI.2018100102-13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-24646-6_10"},{"key":"IJSI.2018100102-14","doi-asserted-by":"publisher","DOI":"10.1007\/11752967_12"},{"key":"IJSI.2018100102-15","doi-asserted-by":"crossref","unstructured":"Yeung, W. J., & Cheung, A. (2015). Living Alone: One-person households in Asia, a special collection in Demographic Research. Demographic Research, 32, 1099-1112. Retrieved June 03, 2015 from http:\/\/www.demographic-research.org\/special\/15\/","DOI":"10.4054\/DemRes.2015.32.40"}],"container-title":["International Journal of Software Innovation"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=210452","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,6]],"date-time":"2022-05-06T12:37:26Z","timestamp":1651840646000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJSI.2018100102"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2018,10,1]]},"references-count":16,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2018,10]]}},"URL":"https:\/\/doi.org\/10.4018\/ijsi.2018100102","relation":{},"ISSN":["2166-7160","2166-7179"],"issn-type":[{"value":"2166-7160","type":"print"},{"value":"2166-7179","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,10,1]]}}}