Brown ground beef, onion, and garlic with olive oil. Drain off fat and return to pan. Add tomatoes, spices, and tomato paste. Cook 10 minutes.
Boil pasta until al dente. Add pasta to sauce, and transfer to baking dish. Top with cheese and bake at 400 degrees for 15 minutes or until cheese is melted.