Wrap 1/2 strip of bacon around each water chestnut. Combine ketchup and sugar in a small bowl and mix together; dip each wrapped water chestnut into this mixture.
Place water chestnuts in a lightly greased 9x13 inch baking dish and bake covered in the preheated oven for 20 minutes, or until bacon is crisp.