In a small saucepan, cook the rice with the water, covered, for 20 minutes. Stir occasionally. When rice is cooked add remaining ingredients. Let cool slightly and shape into desired shapes.
In a hot, nonstick skillet, spray with cooking spray and brown rice cakes on both sides until golden brown. Place on sheet pan and keep in a hot oven. Serve as needed.