The RSA private key is either {n,e,d} (short form) or {n,e,d,p,q,dp-1,invq} (long form). If you have the short form you can recalculate the long form parameters using the Chinese Remainder Theorem (CRT).
You may be able to recover a private key given {n,d}. That's because you can sometimes guess the public exponent -- it is usually 3, 17 or 65537.
There's no requirement e has to be 3, 17 or 65537. I think the only requirement is e and Phi(n) must be co-prime, where Phi is Euler's Phi-function. Phi(n) = (p-1)(q-1). So you can select a random e, coprime to Phi(n), with a low hamming weight, and RSA will work just fine.
You will probably have trouble recovering a private key given {e,d}. You have to guess the modulus.
Jeff