I used
this RCA preamp for my antenna. Seems to work pretty well; I don't notice much dropout in the channels that are in range.
One thing to note, though, is that a preamp isn't likely to pick up channels that you aren't currently getting. They will reduce the loss of signal that comes from a long run of coax cable.
It sounds like you may also need an amplifying distributor (i.e. a powered splitter), such as
this powered distributor from Antennas Direct. Just replace your existing splitter with it.
Is there no way you can install the antenna on the roof? Even in the attic, you're going to have signal degradation due to going through the walls, shingles, etc. I installed mine on the roof and it was not as difficult as I thought it was going to be.