Can I transfer iTunes library to a new personal account?

I’m currently in a shared group for iTunes, however I’m not the account holder. I want to set up my own iTunes account but keep all the tunes within my library over the 10 years I’ve spent downloading them. Is this possible?

[Re-Titled by Moderator]