The 58-year-old had an eight-month spell in charge at St James' Park but was sacked in January 2008 following Mike Ashley's takeover of the club, with Newcastle 11th in the league at the time.
Since then, with both Blackburn and West Ham, Allardyce is unbeaten when he has come up against Newcastle, including a 1-0 win on Tyneside last season with Kevin Nolan scoring the only goal against his former club.
The upcoming fixture would have carried extra significance for Allardyce in the past but now any lingering issues with his departure are forgotten.
"I've been back quite a few times," he said.
"From my point of view, it's always been a very positive result whenever I've gone back. I haven't gone back and been beaten yet, so I want the lads to keep that record up for me if they can. It's a difficult place to go and a difficult place to get points.
"As the years go by any [antipathy] soon diminishes, you look to the future and look to build your career. Thinking about the past is not in my make up, it's not my philosophy to keep going backwards. It's always about what's going to happen next, how we're going to build a better future, how we're going to become better as a team and improve the club."
The Hammers started their second successive Premier League campaign with a comfortable 2-0 home win over newly-promoted Cardiff last weekend, whilst Newcastle were well-beaten by Manchester City on Monday evening.
But Allardyce will not allow his players to become over-confident going in to the match on Saturday and will use the example of last season's first away trip as a timely reminder to the squad to keep working hard.
"We all know that we were poor away from home last season, even if Newcastle wasn't one of the venues that we slipped up on away from home last year," he said.
"I'll just remind the lads over the next couple of days that we had a great start last season and then went to Swansea and got beaten 3-0, and that could have been four or five.
"The Premier League is obviously a very difficult place to play your football and without 100 per cent commitment and focus on every single game, you won't get the result that you're looking for.
"You cannot ease off, every time you do that in this league you get punished. We have to be 100 per cent focused and we have to improve our away form from last season, starting with Saturday's game at Newcastle.
"Even though Newcastle had probably a poor performance, Alan [Pardew] would say that was only brought about by circumstances and Manchester City being absolutely brilliant."
West Ham captain Nolan wants to see a repeat of last season's win and has challenged the squad to double their tally of three away wins in the league last season.
"It was quite surreal the last time I went back, but I really enjoyed it," Nolan told West Ham TV.
"It's a fantastic stadium to play in, and the fans are so passionate. Hopefully we can replicate what we did last season - I thought we were brilliant, gave a solid performance and getting the goal was fantastic.
"We want to start off what will become a successful season away from home. We need to address our away form and hopefully that will begin from this weekend.
"We need to at least double the amount of away wins we had last season, if we do that'll put us right in the mix in that top ten, as long as we carry on with the home form."