At the very least, it'd be worth contacting the noshows and finding out the reasons, encouraging them to be honest. Work out what it might be -
- got another job but forgot to tell you
- changed my mind
- just too tired or busy
- didn't think I had a real chance, so I didn't bother
- too nervous about the interview