The Internet Archive hosts scanned copies of the Catalog of Copyright Entries, an annual publication containing registrations and renewals from 1891-1978.
Google has digitized the Catalog of Copyright Entries from 1922-1977. This page contains search tips, a tool to search all available volumes, and a list of volumes to browse.