公开(公告)号：US20190156253A1

公开(公告)日：2019-05-23

申请号：US16197093

申请日：2018-11-20

Applicant: United Parcel Service of America, Inc.

Inventor： Collette Malyack ,  Ted Abebe ,  Donald Hickey ,  Ed Hojecki ,  I. Lavrik ,  Vinay Rao

IPC: G06Q10/04 ,  G06Q10/08 ,  G06N20/00 ,  G06F17/18 ,  G06N5/02

Abstract: Embodiments are disclosed for autonomously generating volume forecasts. An example method includes accessing volume information units from a volume forecast data management tool. The example method further includes extracting features from volume information units, wherein the features are representative of one or more of a package received time, or package information. The features can be categorized by different hierarchical level information. The example method further includes generating, using a volume forecast learning model and the features, an output comprising a volume forecast for a particular hierarchical level. Corresponding apparatuses and non-transitory computer readable storage media are also provided.