公开(公告)号：US20230196741A1

公开(公告)日：2023-06-22

申请号：US17554474

申请日：2021-12-17

Applicant: SHOPIFY INC.

Inventor： KSHETRAJNA RAGHAVAN ,  KYLE BRUCE TATE ,  PENG YU ,  NIKLAS ITÄNEN ,  XIAOXIAO LI

IPC: G06V10/774 ,  G06V10/776 ,  G06V10/762

CPC classification number: G06V10/7747 ,  G06V10/776 ,  G06V10/7635

Abstract: A data partitioning system receives an input dataset for e-commerce products, each sample containing attributes and associated values for each product including at least an image; represents each sample as a node on a graph to provide a graph of nodes for the dataset; measures a relative similarity distance between each pair of nodes based on comparing at least image values for the attributes; determines for each pair of nodes whether they are related if the similarity distance between them is below a defined threshold, and if related, generate an edge between them on the graph; group the connected nodes into a first or a second group such that the grouped nodes have no edges connecting them to nodes in the other group and have a shortest relative similarity distance with each other. The groups are used as training dataset and testing data sets for a supervised machine learning classifier.

公开(公告)号：US20220067751A1

公开(公告)日：2022-03-03

申请号：US17010366

申请日：2020-09-02

Applicant: SHOPIFY INC.

Inventor： IVAN SANCHEZ ,  SIAVASH GHORBANI ,  MICHAEL SCHNEIDER ,  NIKLAS ITÄNEN

IPC: G06Q30/00 ,  G06Q30/06 ,  G06Q10/08 ,  G06Q20/40 ,  G06Q20/42 ,  G06F16/9535

Abstract: A customer may wish to purchase products with a lower associated carbon footprint when shipped, or may wish to know the cost associated with offsetting a product's carbon footprint in order to make informed decisions, while browsing and making purchases online. The computer is faced with the computational challenge of trying to determine a value indicative of the carbon emissions associated with shipping a package, before the package has even shipped. The computation may need to be performed during interactive scenarios, such as while browsing. A system and method are provided in order to present a customer with a carbon emissions indication relating to the shipment of a product without disrupting typical online activity.