Other than the modern day celebration of flowers, candies and love, scholars have suggested that Valentine's Day has its roots in the ancient Roman festival of Lupercalia. Celebrated on February 15, Lupercalia was a bloody and even brutal affair in which animals would be sacrificed in the Lupercal cave at the base of Palatine Hill in Rome.