Place bacon in a large, deep skillet. Cook over medium high heat until evenly brown.
Drain, crumble and set aside.
In a large bowl, combine horseradish, sour cream, mayonnaise and lemon juice. Stir well. Stir in bacon; cover and refrigerate one hour. Stir and top with parsley before serving.