The Magpies currently lie 12th in the Premier League table after going down 2-1 at home to the Swans - their second successive Premier League loss at St James' Park.
But the 51-year-old hopes to avoid another home defeat when Newcastle take on Maritimo on Thursday.
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|11/2||Newcastle are 11/2 with William Hill to beat Maritimo on Thursday
Pardew told reporters: "We certainly don't want to lose three home games on the trot, that would be a blow.
"It's a big game for us because if we can win it, it guarantees qualification, and that's what we need to do, get one hurdle out of the way and then look for our first win away from home in the Premier League in the next game.
"They are the two immediate hurdles in front of us."