Title :
Behaviour patterns detection for persuasive design in Nursing Homes to help dementia patients
Author :
Fernández-Llatas, Carlos ; Garcia-Gomez, Juan Miguel ; Vicente, Javier ; Naranjo, Juan Carlos ; Robles, Monserrat ; Benedi, Jose Miguel ; Traver, Vicente
Author_Institution :
TSB-ITACA, Univ. Politec. de Valencia, Valencia, Italy
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
Nursing homes usually host large accounts of persons with different levels of dementia. Detecting dementia process in early stages may allow the application of mechanisms to reduce or stop the cognitive impairment. Our ultimate objective is to demonstrate that the use of persuasive techniques may serve to motivate these subjects and induct re-learning mechanisms to stop mental impairment. Nevertheless, this requires the study of the behaviour of each patient individually in order to detect conduct disorders in their living ambient. This study presents a behavior pattern detection architecture based on the Ambient Assisted Living paradigm and Workflow Mining technology to enable re-learning mechanisms in dementia processes via providing tools to automate the conduct disorder detection. This architecture fosters the use of Workflows as representation languages to allow health professionals to represent persuasive motivation protocols in the AAL environment to react individually to dementia symptoms detected.
Keywords :
cognition; data mining; learning (artificial intelligence); medical computing; medical disorders; patient rehabilitation; ambient assisted living paradigm; behavior pattern detection architecture; behaviour pattern detection; cognitive impairment; dementia patients; dementia process detection; nursing homes; persuasive design; persuasive motivation protocols; persuasive techniques; relearning mechanisms; workflow mining technology; Computational modeling; Computer architecture; Context; Dementia; Humans; Protocols; Aged; Algorithms; Automatic Data Processing; Behavior; Cognition Disorders; Computers; Dementia; Equipment Design; Facility Design and Construction; Geriatrics; Homes for the Aged; Humans; Mental Disorders; Motivation; Nursing Homes; Signal Processing, Computer-Assisted;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091583