I got the parts at
Mouser Electronics - Electronic Component Distributor. I replaced the biggest can capacitors with the same style of electrolytic capacitors, and all of the smaller ones with solid tantalum style caps, which last forever. Unless you have special test equipment, it's hard to know exactly which caps have failed.