With his first major acquisition agreement in two years, Richard Fairbank, Capital One Financial Corp.'s chairman, unveiled a new strategy Thursday.

Its deal for Chevy Chase Bank in Maryland would let Capital One establish a branch operation in the Middle Atlantic region, something Mr. Fairbank once eschewed, though his company is headquartered in McLean, Va. Capital One would also reenter the mortgage business.

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