The Obama administration plans to ask Congress Wednesday to pass a "privacy bill of rights" to protect Americans from intrusive data gathering, amid growing concern about the tracking and targeting of Internet users.

Lawrence E. Strickling, an assistant secretary of commerce, is expected to call for the legislation at a hearing of the Senate Commerce Committee, said a person familiar with the matter.

This...