Sales forecasting at the UPC level is important for retailers to manage inventory. In this paper, we propose more …, competitive information has been surprisingly overlooked by previous studies in forecasting UPC sales, probably because of the … circumstance, time series models can easily become over-fitted and thus generate poor forecasting results. …