The Gunners lost the corresponding fixture last season 5-1.
“Last year was not our finest hour but it's very different to last season, it's a new game and new team so I don't see why it would be the same result," Guendouzi told Sky Sports.
“We've had a much better start as well – last year we started with two losses but this year we are already six points up.
“We have a better team overall and we're feeling good about ourselves, we have a good team and we believe in ourselves.
“I know we can do really well, we are going there to win and I believe we can beat any Premier League side.
“David Luiz brings a lot of experience and is a very comprehensive defender.
“Ceballos is a very technical player and played excellently against Burnley , while Pepe is a player I know well from France.
“I think all three bring a lot of strength and positive aspects to the team."