Defenders O'Brien and Reid (both hamstring) and midfield duo Noble (toe) and Taylor (calf) were ruled out of Saturday's 2-2 draw at Crystal Palace.
Boss Sam Allardyce will also allow recent signings Guy Demel and Brian Montenegro to build up their fitness in a friendly against MK Dons.
"We've arranged a behind-closed-doors game on Friday at MK Dons," said Allardyce.
"The players who have not played so much can get a full 90 minutes, have the weekend off, get back together on Monday and wait for the internationals to some back to prepare for Blackpool."
Source: Team_Talk
