Avon headquarters in New York.

Avon Products said on Thursday it had agreed to sell 80.1 percent of its North America business to private equity firm Cerberus Capital Management for $170 million.

New York-based Cerberus will also invest $435 million for a 16.6 percent stake in the direct-seller of cosmetics in a deal that values Avon at about $2.5 billion.