with whom ... or whom with

In the sentence below:
"In user-based approach, the recommendation is based on users of the same neighborhood, with whom he/she shares common preferences."
why can’t we say "In user-based approach, the recommendation is based on users of the same neighborhood, whom he/she shares common preferences with."