Preheat oven to 350 degrees. Brush slices of bread with olive oil. Place in oven for about 10 minutes. Remove and top each slice with a piece of cheese. Place back in oven for 8 minutes or until cheese is melted. Top each slice of bread with 1 walnut and drizzle with honey. Serve immediately.