Carroll was mocked by the home support after being hauled off by Reds boss Kenny Dalglish midway through the second-half.
Pardew said: "I felt for Andy today, I did.
"He's a terrific lad and he's having a tough year. But he will come back.
"On our side of the coin, Cisse was terrific, and long may that continue."