Please be aware that Melbourne has multiple airports and that these results are only for Avalon airport.
The best day to arrive at Melbourne is Thursday and it would be best to avoid Sunday, as prices are on average 121.68% higher than on Thursday. (Average prices, based on 345 datapoints.)