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Authors: Usman Naeem ; Abdel-Rahman H. Tawil ; Rabih Bashroush and Ameer Al-Nemrat

Affiliation: University of East London, United Kingdom

Keyword(s): Hierarchal Activities of Daily Life, Alzheimer’s Disease, Task Sequences, Decision Trees, ID3 Algorithm, Object Usage.

Related Ontology Subjects/Areas/Topics: Ambient Intelligence ; Context ; Context-Aware Applications ; Embedded Communications Systems ; Mobile and Pervasive Computing ; Paradigm Trends ; Pervasive Health ; RFID Applications ; Software Engineering ; Telecommunications

Abstract: Being able to recognise everyday activities of daily life provides the opportunity of tracking functional decline among elderly people who suffer from Alzheimer’s disease. This paper describes an approach that has been developed for recognising activities of daily life based on a hierarchal structure of plans. While it is logical to envisage that the most common activities will be modelled within a library of plans, it can be impossible to imagine that the library contains plans for every possible hierarchal activity. In order to generalise the activity recognition capability outside the framework of the core activities constructed to support recognition, decision trees are constructed using a well-known induction algorithm during a train period. The motivation of this work is to allow people with Alzheimer’s disease to have additional years of independent living before the disease reaches a stage where it becomes incurable.

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Paper citation in several formats:
Naeem, U.; H. Tawil, A.; Bashroush, R. and Al-Nemrat, A. (2012). ACHIEVING MODEL COMPLETENESS FOR HIERARCHALLY STRUCTURED ACTIVITIES OF DAILY LIFE. In Proceedings of the 2nd International Conference on Pervasive Embedded Computing and Communication Systems - PECCS; ISBN 978-989-8565-00-6; ISSN 2184-2817, SciTePress, pages 51-57. DOI: 10.5220/0003802200510057

@conference{peccs12,
author={Usman Naeem. and Abdel{-}Rahman {H. Tawil}. and Rabih Bashroush. and Ameer Al{-}Nemrat.},
title={ACHIEVING MODEL COMPLETENESS FOR HIERARCHALLY STRUCTURED ACTIVITIES OF DAILY LIFE},
booktitle={Proceedings of the 2nd International Conference on Pervasive Embedded Computing and Communication Systems - PECCS},
year={2012},
pages={51-57},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003802200510057},
isbn={978-989-8565-00-6},
issn={2184-2817},
}

TY - CONF

JO - Proceedings of the 2nd International Conference on Pervasive Embedded Computing and Communication Systems - PECCS
TI - ACHIEVING MODEL COMPLETENESS FOR HIERARCHALLY STRUCTURED ACTIVITIES OF DAILY LIFE
SN - 978-989-8565-00-6
IS - 2184-2817
AU - Naeem, U.
AU - H. Tawil, A.
AU - Bashroush, R.
AU - Al-Nemrat, A.
PY - 2012
SP - 51
EP - 57
DO - 10.5220/0003802200510057
PB - SciTePress

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