The Magpies are on a fine run of form, having beaten West Brom, Norwich City, Tottenham and Chelsea in their last four matches.
That run has seen Newcastle move up to sixth place in the table, just a point behind Liverpool and Everton, and Pardew wants another three points for his side.
|20/1||Newcastle are 20/1 with Coral to beat Swansea City 2-0|
"They beat us last year so I'm very determined to try and get a result there.
"It would be great if we could keep the run going - that's what we want to do. I want to keep the momentum."
Newcastle face a Swansea side who have won just once in the Premier Laague at the Liberty Stadium all season and Pardew feels that the Swans' participation in the Europa League this season is one of the reasons for their poor home record.
"I think they've suffered from playing seven more games than us - and injuries. It takes its toll," he observed. "Swansea have had a couple of blows of late and it's never good to take that at any club, let alone the size of the clubs we are.
"For the Chelseas, Manchester Uniteds and Manchester Cities, it's a little bit easier to sustain."