In-home sleep/wake monitoring of older adults with mild cognitive impairment and Alzheimer's disease using wrist accelerometer technology, investigating relationships between cognitive impairment and disturbed sleep/wake patterns in the earliest stages of dementia, and detection of activity levels and identification of individual activities using wearable sensors in a smart environment.