I am From Republic of Yemen and I'd like to have a short trip to Hong Kong

As I mentioned that I am a graduated student and I'd love to have a short trip to Hong Kong. My question is, do I have to apply for a visit visa as a Yemeni Citizen ? can I just book a flight ticket and travel without needing to pass to your embassy in Kuala lumpur.
I am looking forward to hearing a prompt respond from you.

thanks