Sounds like it could be a heating related issue as channelmaniac brought up. As things warm up, a loose solder joint or internal chip interface will expand at a rate that is usually different from what it is supposed to be in contact with. This can lead to an open connection.
I hesitate to rapid cool irreplacable chips using the canned air method, though, as such actions can easily break internal bonds or delaminate package interfaces from the rapid, uneven temperature change. Pressing on the chips can be effective, though and is safe. A visual inspection can also work, but you have to know what to look for. The surface mount chips are the ones of interest, here.
If you find a chip with a loose interface, reflow all the pins. If you found a possible problem visually, you might want to start with just that one pin.