The price prediction task is a well-studied problem due to its impact on the business domain. There are several research studies that have been conducted predict future of items by capturing patterns change, but there very limited work study seasonal goods (e.g., Christmas gifts). Seasonal items’ prices different than normal items; this can be linked offers and discounted items. This lack motiv...