Introduction to Probability and Its Applications, Third Edition, Richard L. Shaeaffer and Linda. J. Young, published by Brooks/Cole.
This page lists various resources, such as wikipedia pages, which explain specific terms that may not be covered in the book adequately, or not covered at all.