GUITARIST : BAND :: bidding : auction
The best answer is bidding. The relationship between the first pair of words, guitarist and band, is that of part to whole—the first word is a part or piece of the other. Therefore, the second pair of words must also have a part-to-whole relationship. Bidding is part of an auction.