Democrats targeted Morella, a liberal Republican, for defeat last year when Maryland Gov. Parris Glendening and Democrats in the state Legislature redrew the 8th District.
He and Rivers, who has served four terms in the House, were thrown into a race together after the GOP-controlled Michigan Legislature redrew the lines of congressional districts during reapportionment.
Running as an independent allows Traficant to avoid a primary race against eight-term Democrat Rep. Tom Sawyer, who was placed in the same district as Traficant when the Republican-controlled Ohio legislature redrew the boundaries.