In a medium sized sauce pan melt the butter over medium heat. Add the brown sugar, rum extract, vanilla extract, and cinnamon then bring to a slight bubble.
Add bananas and walnuts, coat with sauce mixture and let cook until heated through for 2-3 minutes. Serve immediately over vanilla ice cream.