Biomarkers Cognitive ability Cognitive impairment Deep learning Digital biomarker Digital measure Eigenvalues and eigenfunctions Errors Forecasting Home monitoring Infrared detectors Learning algorithms Location Long-term continuous monitoring Machine learning algorithms Matrix algebra Mild cognitive impairment Older adults Reconstruction error Support vector machines Ubiquitous computing cognitive ability dementia digital biomarkers digital measures home monitoring mild cognitive impairment pervasive computing