Where can one purchase wood splitters?

Try a hardware store like Home Depot or Lowe's; both have large lumber section that includes a multitude of power tools for cutting wood. Sears also carries them. Another great place to visit would be Harbor Freight Tools; they sell different tools that should fit your needs.