Before revision:  We test and validate our methods on an observed data set from 40 participants: 26 of which are from individuals with advanced dementia , and 14 of which are individuals without dementia.
After revision:  We test and validate our methods on an observed data set from 40 participants: 26 of which are from individuals with advanced dementia and 14 of which are individuals without dementia.