Recent reports had suggested the squad were questioning the likes of the manager's tactical approach and team selections, but the Scot insists they are working well together
Heavy home defeats against rivals Liverpool and Manchester City in recent weeks have seen the Scot's position called into question, with United sitting seventh and 18 points adrift of leaders Chelsea.
Rio Ferdinand revealed on Friday that he was "embarrassed" by the champions' slump, but Moyes has stressed that the players are responding to his techniques and the group are working well together.
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"They’re great, they train great, we work well together and we have a great relationship as far as I’m concerned. But what I want is for us to have a winning team, me and them together.
"The players know exactly what it is to play for Manchester United and the standards they have to set.
"But they're hurting as well as me and are desperate to put it right. And hopefully when we get to the game against Villa, they can show that.
"It's a long journey here and this is only the start of it. You work hard to get here in the first place but I've got to say I'm more driven to succeed than ever.
"I want the team to turn around and I want to change the position we're in just now. I really do believe we can do that.
"We’ve got a great club, which gives you the chance to do that because of the people we can attract and the players we can attract to the club. But it’s just going to take a little bit of time to get it sorted."