Place chicken in an oven dish. Add remaining ingredients, except olives, and let marinate for 3 hours in refrigerator.
Remove chicken and brown in olive oil.
Put chicken back in oven dish, add olives, cover and cook in oven for 1 hour at 350° F.
3 hours • 4 servings