公开(公告)号：US11303530B2

公开(公告)日：2022-04-12

申请号：US16822692

申请日：2020-03-18

Applicant: Kyndryl, Inc.

Inventor： Jean Xu Yu ,  Keri Wheatley ,  Angelo Danducci, II

IPC: H04L41/14 ,  G06N20/00 ,  H04L41/042 ,  H04L41/046 ,  H04L41/08 ,  G06Q30/04

Abstract: An embodiment includes calculating an efficacy value of a context assigned to an asset, the efficacy value being based at least in part on a percentage of assets assigned to the context. The embodiment also includes calculating, responsive to the calculated efficacy value being within a predetermined range, a normalized relevance value of a first tag associated with the asset. The embodiment also includes generating relative relevance value for the first tag and a reason code associated with a basis for the relative relevance value of the first tag based at least in part on the normalized relevance value of the first tag. The embodiment also includes initiating, responsive to generating the relative relevance value and the reason code for the first tag, a database command on a training dataset stored in the database that includes the first tag.

公开(公告)号：US20250069003A1

公开(公告)日：2025-02-27

申请号：US18455435

申请日：2023-08-24

Applicant: Kyndryl, Inc.

Inventor： Keri Wheatley ,  Mouleswara Reddy Chintakunta ,  Omar Odibat

IPC: G06Q10/0631

Abstract: An approach is disclosed that creates a network graph that identifies computing resources as nodes. Each of the computing resources is weighted based upon the corresponding resource's attributes and usage. The approach connects a first set of nodes as directly connected and a second set of nodes as indirectly connected. Node longevity values are calculated for each node in the network graph with each of the node longevity values corresponding to one of the nodes in the network graph. The calculations are based on the direct and indirect connections between each of the nodes. The computing resources are managed based on the corresponding node longevity values.

公开(公告)号：US20240256916A1

公开(公告)日：2024-08-01

申请号：US18161191

申请日：2023-01-30

Applicant: KYNDRYL, INC.

Inventor： Keri Wheatley ,  Sanjana Sahayaraj ,  Omar Odibat

IPC: G06N5/022

CPC classification number: G06N5/022

Abstract: A computer-implemented method for model building with explainability is provided. The method includes receiving, by a hardware processor, a first metric and a second metric of minimum model performance. The first metric relates to data modeling quality and the second metric relates to model to business rule correlations. The method further includes performing, by the hardware processor, auto Artificial Intelligence model generation responsive to training data and a combination of the first and the second metrics of minimum model performance to obtain a model that is trained and meets model prediction accuracy and model prediction explainability requirements represented by the combination of the first and the second metrics of minimum model performance.

公开(公告)号：US11868167B2

公开(公告)日：2024-01-09

申请号：US17304591

申请日：2021-06-23

Applicant: Kyndryl, Inc.

Inventor： Keri Wheatley ,  Omar Odibat ,  Shikhar Kwatra ,  Manish Mahesh Modh ,  Ilyas Mohamed Iyoob

IPC: G06F16/00 ,  G06F16/28 ,  G06F16/21

CPC classification number: G06F16/285 ,  G06F16/212

Abstract: According to one embodiment, a method, computer system, and computer program product for provisioning a tag schema. The embodiment may include determining data types for tag-keys within an existing ecosystem of tags. Each tag of the existing ecosystem comprises a tag-key and a tag-value. The embodiment may include performing pairwise clustering of the tags within the ecosystem. The embodiment may include identifying a main tag-key within each cluster of tags. The embodiment may include grouping the clusters into a broader category. The embodiment may include providing a tag schema recommendation for the ecosystem based on the grouped clusters.

公开(公告)号：US20230017358A1

公开(公告)日：2023-01-19

申请号：US17304591

申请日：2021-06-23

Applicant: Kyndryl, Inc.

Inventor： Keri Wheatley ,  Omar Odibat ,  Shikhar Kwatra ,  Manish Mahesh Modh ,  Ilyas Mohamed Iyoob

IPC: G06F16/28 ,  G06F16/21

Abstract: According to one embodiment, a method, computer system, and computer program product for provisioning a tag schema. The embodiment may include determining data types for tag-keys within an existing ecosystem of tags. Each tag of the existing ecosystem comprises a tag-key and a tag-value. The embodiment may include performing pairwise clustering of the tags within the ecosystem. The embodiment may include identifying a main tag-key within each cluster of tags. The embodiment may include grouping the clusters into a broader category. The embodiment may include providing a tag schema recommendation for the ecosystem based on the grouped clusters.