Preheat oven to 350F.
Place the yeast in a large mixing bowl, and add water. Set aside.
Combine all dough ingredients with the yeast mixture. Knead until you have a nice firm ball of dough. Let stand, covered with a towel, for about 10 minutes.
When the dough has set, spray a cookie sheet with a light coat of olive oil spray, and press your dough out until it covers the cookie sheet. This may take a few minutes. Place in your preheated oven for about 15 minutes, or just until dough is cooked through. Try not to let the edges brown. It may help to lightly lay some aluminum foil over it as it bakes.