American International Group Inc., one of the world’s largest insurance companies, has agreed to pay $1.64 billion to resolve allegations that it used deceptive accounting practices to mislead investors and regulatory agencies.

The deal – believed to be the biggest concluded by regulators with a single company – also requires the New York-based firm to adopt changes in its business practices that will ensure proper accounting procedures in the future.