Interpreting presence sensor data and looking for similarities between homes using cluster analysis
In order to model older people's behaviour in the home we must first understand it. In this paper we examine data from eight purpose-built aware homes over a six-month period, looking at presence in rooms to try to determine patterns amongst the older residents. We look for homes that have simi...
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| Published in: | 2011 5th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth) and Workshops pp. 438 - 445 |
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| Main Authors: | , , , |
| Format: | Conference Proceeding |
| Language: | English |
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IEEE
01-05-2011
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| Abstract | In order to model older people's behaviour in the home we must first understand it. In this paper we examine data from eight purpose-built aware homes over a six-month period, looking at presence in rooms to try to determine patterns amongst the older residents. We look for homes that have similar movement patterns using cluster analysis. We also examine how movement over days clusters within individual homes. Our analysis begins to show the possibilities of distinguishing between residents in their homes based on patterns of movement. |
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| AbstractList | In order to model older people's behaviour in the home we must first understand it. In this paper we examine data from eight purpose-built aware homes over a six-month period, looking at presence in rooms to try to determine patterns amongst the older residents. We look for homes that have similar movement patterns using cluster analysis. We also examine how movement over days clusters within individual homes. Our analysis begins to show the possibilities of distinguishing between residents in their homes based on patterns of movement. |
| Author | Bortz, B. Knapp, R. B. O'Mullane, B. Loane, J. |
| Author_xml | – sequence: 1 givenname: J. surname: Loane fullname: Loane, J. email: john.loane@casala.ie organization: CASALA, Dundalk Inst. of Technol., Dundalk, Ireland – sequence: 2 givenname: B. surname: O'Mullane fullname: O'Mullane, B. email: brian.omullane@casala.ie organization: CASALA, Dundalk Inst. of Technol., Dundalk, Ireland – sequence: 3 givenname: B. surname: Bortz fullname: Bortz, B. email: brennon.bortz@casala.ie organization: CASALA, Dundalk Inst. of Technol., Dundalk, Ireland – sequence: 4 givenname: R. B. surname: Knapp fullname: Knapp, R. B. email: ben.knapp@casala.ie organization: CASALA, Dundalk Inst. of Technol., Dundalk, Ireland |
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| Snippet | In order to model older people's behaviour in the home we must first understand it. In this paper we examine data from eight purpose-built aware homes over a... |
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| SubjectTerms | AAL Aging Cluster Analysis Clustering algorithms Electricity Firing Layout Pattern recognition Pervasive Sensor Data Scatter Plot Silhouette Coefficent |
| Title | Interpreting presence sensor data and looking for similarities between homes using cluster analysis |
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