In a small bowl, whisk together pineapple juice, maple syrup, Dijon mustard and pepper; set aside.
Place ham into a slow cooker. Sprinkle with brown sugar, rubbing in thoroughly on all sides. Place whole cloves throughout and pour pineapple mixture over ham.
Cover and cook on low heat for 4-5 hours, basting every hour.