I am quite certain that the EMV chip, which is the chip on your card, must authenticate the POS machines it talks to. The authentication is done using public key cryptography.

So it's not sufficient just to host a fake machine and expect it to be accepted within the EMV infrastructure (cards, POC machines and backend processors).