Title :
Unobtrusive monitoring of computer interactions to detect cognitive status in elders
Author :
Jimison, Holly ; Pavel, Misha ; McKanna, James ; Pavel, Jesse
Author_Institution :
Oregon Health & Sci. Univ., Portland, OR, USA
Abstract :
The U.S. has experienced a rapid growth in the use of computers by elders. E-mail, Web browsing, and computer games are among the most common routine activities for this group of users. In this paper, we describe techniques for unobtrusively monitoring naturally occurring computer interactions to detect sustained changes in cognitive performance. Researchers have demonstrated the importance of the early detection of cognitive decline. Users over the age of 75 are at risk for medically related cognitive problems and confusion, and early detection allows for more effective clinical intervention. In this paper, we present algorithms for inferring a user´s cognitive performance using monitoring data from computer games and psychomotor measurements associated with keyboard entry and mouse movement. The inferences are then used to classify significant performance changes, and additionally, to adapt computer interfaces with tailored hints and assistance when needed. These methods were tested in a group of elders in a residential facility.
Keywords :
cognition; computer games; computer interfaces; electronic mail; geriatrics; home computing; medical computing; neurophysiology; psychology; E-mail; Web browsing; cognitive status detection; computer games; computer interaction; data monitoring; dementia; elders; home monitoring; keyboard entry; mouse movement; psychomotor measurement; unobtrusive monitoring; user cognitive performance; Biomedical monitoring; Computer interfaces; Computerized monitoring; Dementia; Electronic mail; Inference algorithms; Internet; Keyboards; Mice; Psychology; Aged; Aging; Artificial Intelligence; Cognition Disorders; Dementia; Diagnosis, Computer-Assisted; Environment; Geriatric Assessment; Health Services for the Aged; Humans; Monitoring, Ambulatory; Online Systems; Psychomotor Performance; Reminder Systems; Task Performance and Analysis; User-Computer Interface;
Journal_Title :
Information Technology in Biomedicine, IEEE Transactions on
DOI :
10.1109/TITB.2004.835539