Without looking at the logs , its hard to comment.
It could be log out due to idle /max time outs. Their cookie may not be refreshing to update the latest access times.
I would get the fiddler ensure the cookie gets updated regularly.
Also check web agent trace log and identify why the user is getting logged out.