公开(公告)号：US20230410179A1

公开(公告)日：2023-12-21

申请号：US18228607

申请日：2023-07-31

申请人： Life Spectacular, Inc., d/b/a Proven Skincare

发明人： Zaoshi Amy Yuan ,  Ming S. Zhao

IPC分类号： G06Q30/0601 ,  G16H50/30 ,  G01N33/68 ,  G16H50/20 ,  A61N5/06 ,  A61Q19/08 ,  A61B5/00 ,  G16H50/80 ,  A61K8/00 ,  A61Q19/10 ,  G06N20/00 ,  A61Q19/00 ,  G06Q30/0282 ,  G16H20/00 ,  G16H50/70 ,  A61F7/00 ,  A61N7/00

CPC分类号： G06Q30/0631 ,  G06T2207/30088 ,  G01N33/6881 ,  G16H50/20 ,  A61N5/0616 ,  A61Q19/08 ,  A61B5/441 ,  G16H50/80 ,  A61K8/00 ,  A61Q19/10 ,  G06N20/00 ,  A61Q19/005 ,  A61Q19/007 ,  A61Q19/008 ,  G06Q30/0282 ,  G16H20/00 ,  G16H50/70 ,  A61F2007/0052 ,  A61B5/411 ,  A61N2007/0034 ,  A61B2505/05 ,  G01N2800/00 ,  G16H50/30

摘要： Systems and methods for generating user-specific recommendations of products or services by collaborative filtering executed and/or performed by one or more trained or untrained predictive models configured to ingest product attribute(s), product purpose(s), user location data, and/or user demographics. The predictive model(s) are leveraged to detect and determine user-specific preferences for, and preferences against, particular attributes, features, ingredients, aesthetic styles, and so on.

公开(公告)号：US20230252838A1

公开(公告)日：2023-08-10

申请号：US18106390

申请日：2023-02-06

申请人： Life Spectacular, Inc., D/B/A Proven Skincare

发明人： Zaoshi Amy Yuan ,  Ming S. Zhao ,  Luke Weston

IPC分类号： G07F9/00 ,  G07F13/06

CPC分类号： G07F9/006 ,  G07F9/009 ,  G07F13/06

摘要： Systems and methods for operating a vending machine and one or more remote servers or services to generate user-specific recommendations of products or services by collaborative filtering executed and/or performed by one or more trained or untrained predictive models configured to ingest product attribute(s), product purpose(s), user location data, and/or user demographics. The predictive model(s) are leveraged to detect and determine user-specific preferences for, and preferences against, particular attributes, features, ingredients, aesthetic styles, and so on. Recommendations are leveraged to provide a custom selection of products and/or a custom mixture of products from the vending machine.

公开(公告)号：US20220253418A1

公开(公告)日：2022-08-11

申请号：US17700308

申请日：2022-03-21

申请人： Life Spectacular, Inc., d/b/a Proven Skincare

发明人： Zaoshi Amy Yuan ,  Ming S. Zhao

IPC分类号： G06F16/22 ,  G06F16/2457 ,  G06F21/62 ,  G16H20/10

摘要： Systems and methods for providing recommendations to users while maintaining privacy and information security for those users. In particular, user demographic information and/or geographic/environmental information can be represented as hashes, or fingerprints, which in turn can define a dimension of a recommendation matrix having another dimension defined by attributes of products, services, routines, and so on that may be associated with recommendations to the user. The values of the recommendation matrix can correspond to normalized customer review data and/or other data.