Hori Real Arcade Pro Do Hori Real Arcade Pro 3's Work With Ps2's?

Do Hori Real Arcade Pro 3's work with ps2's? - hori real arcade pro

I know they are designated for the PS3, but on the PS2, the USB ports. I wonder if it work on the PS2 also.