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Semantic-based decision support for remote care of Dementia patients

Published on Dec 1, 2014 in IA (Intelligent Agents)
· DOI :10.1109/IA.2014.7009463
Taha Osman8
Estimated H-index: 8
(NTU: Nottingham Trent University),
Ahmad Lotfi14
Estimated H-index: 14
(NTU: Nottingham Trent University)
+ 2 AuthorsMahmoud Saeed1
Estimated H-index: 1
Abstract
This paper investigates the challenges in developing a semantic-based Dementia Care Decision Support System based on the non-intrusive monitoring of the patient's behaviour. Semantic-based approaches are well suited for modelling context-aware scenarios similar to Dementia care systems, where the patient's dynamic behaviour observations (occupants movement, equipment use) need to be analysed against the semantic knowledge about the patient's condition (illness history, medical advice, known symptoms) in an integrated knowledgebase. However, our research findings establish that the ability of semantic technologies to reason upon the complex interrelated events emanating from the behaviour monitoring sensors to infer knowledge assisting medical advice represents a major challenge. We attempt to address this problem by introducing a new approach that relies on propositional calculus modelling to segregate complex events that are amenable for semantic reasoning from events that require pre-processing outside the semantic engine before they can be reasoned upon. The event pre-processing activity also controls the timing of triggering the reasoning process in order to further improve the efficiency of the inference process. Using regression analysis, we evaluate the response-time as the number of monitored patients increases and conclude that the incurred overhead on the response time of the prototype decision support systems remains tolerable.
  • References (16)
  • Citations (2)
References16
Newest
Jul 21, 2014 in COMPSAC (Computer Software and Applications Conference)
#1Duygu Celik (Istanbul Aydın University)H-Index: 4
#2Atilla Elçi (Aksaray University)H-Index: 9
Last. Pelin HürcanH-Index: 1
view all 5 authors...
Health is a popular aspect of eHealth applications that is starting to explode exponentially. The use of technology offering solutions with a potential of making patients' lives easier in the health sector has gradually increased with mHealth. Technology has great bearing in the health sector in order to increase the efficiency to serve patients by helping to diagnose ailments reliably. Mobile systems help observation of child patients in their treatment process and the collection of health data...
1 CitationsSource
#1Taha Osman (University of Nottingham)H-Index: 8
#2S. Rmaswamy (University of Nottingham)H-Index: 1
Last. M. SaeedH-Index: 1
view all 4 authors...
The main objective of this work is to discuss our experience in utilising semantic technologies for building decision support in Dementia care systems that are based on the non-intrusive on the non-intrusive monitoring of the patient's behaviour. Our approach adopts context-aware modelling of the patient's condition to facilitate the analysis of the patient's behaviour within the inhabited environment (movement and room occupancy patterns, use of equipment, etc.) with reference to the semantic k...
2 CitationsSource
Sep 1, 2012 in AmI (Ambient Intelligence)
#1Ahmad Lotfi (NTU: Nottingham Trent University)H-Index: 14
#2Caroline Langensiepen (NTU: Nottingham Trent University)H-Index: 9
Last. Mohammad Javad Akhlaghinia (NTU: Nottingham Trent University)H-Index: 1
view all 4 authors...
In this paper, we have described a solution for supporting independent living of the elderly by means of equipping their home with a simple sensor network to monitor their behaviour. Standard home automation sensors including movement sensors and door entry point sensors are used. By monitoring the sensor data, important information regarding any anomalous behaviour will be identified. Different ways of visualizing large sensor data sets and representing them in a format suitable for clustering ...
158 CitationsSource
Jun 6, 2012 in PETRA (Pervasive Technologies Related to Assistive Environments)
#1Sawsan M. Mahmoud (NTU: Nottingham Trent University)H-Index: 7
#2Ahmad Lotfi (NTU: Nottingham Trent University)H-Index: 14
Last. Caroline Langensiepen (NTU: Nottingham Trent University)H-Index: 9
view all 3 authors...
In this paper, a user activities outlier detection system is introduced. The proposed system is implemented in a smart home environment equipped with appropriate sensory devices. An activity outlier detection system consist of a two-stage integration of Principal Component Analysis (PCA) and Fuzzy Rule-Based System (FRBS). In the first stage, the Hamming distance is used to measure the distances between the activities. PCA is then applied to the distance measures to find two indices of Hotelling...
7 CitationsSource
Mar 28, 2011 in WWW (The Web Conference)
#1Darko Anicic (CIT: Center for Information Technology)H-Index: 13
#2Paul Fodor (SBU: Stony Brook University)H-Index: 11
Last. Nenad Stojanovic (CIT: Center for Information Technology)H-Index: 27
view all 4 authors...
Streams of events appear increasingly today in various Web applications such as blogs, feeds, sensor data streams, geospatial information, on-line financial data, etc. Event Processing (EP) is concerned with timely detection of compound events within streams of simple events. State-of-the-art EP provides on-the-fly analysis of event streams, but cannot combine streams with background knowledge and cannot perform reasoning tasks. On the other hand, semantic tools can effectively handle background...
282 CitationsSource
May 30, 2010 in ISWC (International Semantic Web Conference)
#1Dhavalkumar Thakker (NTU: Nottingham Trent University)H-Index: 9
#2Taha Osman (NTU: Nottingham Trent University)H-Index: 8
Last. Phil Lakin (University of Nottingham)H-Index: 2
view all 4 authors...
The aim of this paper is to benchmark various semantic repositories in order to evaluate their deployment in a commercial image retrieval and browsing application. We adopt a two-phase approach for evaluating the target semantic repositories: analytical parameters such as query language and reasoning support are used to select the pool of the target repositories, and practical parameters such as load and query response times are used to select the best match to application requirements. In addit...
22 CitationsSource
#1Yunmei Shi (BISTU: Beijing Information Science & Technology University)H-Index: 2
#2Xuhong Liu (BISTU: Beijing Information Science & Technology University)H-Index: 2
Last. Zhenyan Ji (Beijing Jiaotong University)H-Index: 1
view all 4 authors...
In this paper, we apply semantic web-based technologies to integrate heterogeneous data from medical information system, and design a heterogeneous data integration model, which combines Mediator/Wrapper framework with ontology, using OGSA-DAI as data accessing middleware. Mediator provides uniform query interface, decomposes user queries based on the mapping relations between global ontology and local ontologies. Wrapper receives subqueries and returns query results to Mediator. To tackle the p...
10 CitationsSource
Dec 20, 2009 in NTMS (New Technologies, Mobility and Security)
#1Kia Teymourian (FU: Free University of Berlin)H-Index: 10
#2Olga Streibel (FU: Free University of Berlin)H-Index: 5
Last. Christoph Meinel (HPI: Hasso Plattner Institute)H-Index: 38
view all 5 authors...
One of the critical success factors of event-driven systems is the capability of detecting complex events from simple and ordinary event notifications. Complex events which trigger or terminate actionable situations can be inferred from large event clouds or event streams based on their event instance sequence, their syntax and semantics. Using semantics of event algebra patterns defined on top of event instance sequences for event detection is one of the promising approaches for detection of co...
12 CitationsSource
#1Mark W. J. StrachanH-Index: 36
#2Jackie F. Price (Edin.: University of Edinburgh)H-Index: 50
Last. Brian M. FrierH-Index: 52
view all 3 authors...
Are strongly linked, but the precise mechanisms are unclear The Dementia UK report, published earlier this year on behalf of the Alzheimer’s Society, predicts that by 2050, 34 million people worldwide will have dementia, and 71% of these people will live in developing countries.1 Currently, nearly 700 000 people have dementia in the United Kingdom, and worldwide this figure approaches 18 million. Dementia costs the UK economy around £17bn (€24bn; $35bn) each year, but the human cost to patients,...
33 CitationsSource
#1Carl Thompson (Ebor: University of York)H-Index: 30
#2Karen Spilsbury (Ebor: University of York)H-Index: 21
Last. Joy Adamson (Ebor: University of York)H-Index: 33
view all 6 authors...
Dementia is an important health and social care problem and is one of the main causes of disability in later life. The number of families affected by dementia will dramatically increase over the next five decades. Despite the implications for health and social care services in the future, the overwhelming majority of care for people with dementia takes place away from health care settings. Providing informal care for someone with dementia can be psychologically, physically and financially expens...
263 CitationsSource
Cited By2
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#1Fehmida MohamedaliH-Index: 1
#1Fehmida MohamedaliH-Index: 1
Last. Nasser MatoorianH-Index: 1
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Support provided to sufferers of Dementia by the National Health Service (NHS) is mainly in the form of personal attendants such as nurses and social workers. The main focus of this paper is to present how the use of assistive technologies can help early sufferers of Dementia patients to overcome barriers in achieving their daily activities and to illustrate how data analytics, such as Complex Event Processing (CEP) in real-time can allow better monitoring of these patients. This activity will c...
4 CitationsSource
#1Maria HaritouH-Index: 7
#2Dimitris Koutsouris (NTUA: National Technical University of Athens)H-Index: 22
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