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MACHINE LEARNING SEGMENTATION METHODS AND SYSTEMS

Application US20260080018A1 Kind: A1 Mar 19, 2026

Assignee

Kinaxis Inc.

Inventors

Ivy Blackmore, Jean-Francois Dubeau, Zhen Lin, Seyednaser Nourashrafeddin, Marcio Oliveira Almeida

Abstract

Machine learning segmentation methods and systems that perform segmentation quickly, efficiently, cheaply, and optionally provides an interactive feature that allows a user to alter the segmentation until a desired result is obtained. The automated machine learning segmentation tool receives all potentially important attributes and provides segmentation of items. It also receives information about important features of the data and finds how best to differentiate between groups using cluster-based machine learning algorithms. In addition, visualization of the segmentation explains to a user how the segmentation was obtained.

CPC Classifications

G06F 16/906 G06F 18/251 G06N 20/00

Filing Date

2025-11-28

Application No.

19403403