GENERATING COHORTS USING AUTOMATED WEIGHTING AND MULTI-LEVEL RANKING

Patent №

US 10,698,910

Granted

2020-06-30

Filed 2018

Owner

HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

+1 more

Lab

AI components

6

ml · nlp · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15766655

Automated weighting is performed that includes transforming a behavior of each respective dimension of multiple dimensions of a selected group of events to a respective weight, the respective weight determined based on a distribution of values of the respective dimension, and where the weight determined for a first of the plurality of dimensions is greater than the weight determined for a second of the plurality of dimensions. Similarity values are computed indicating similarities between further events and the selected group of events, the similarity values based on a combination of the weights and distances between the further events and the selected group of events. Cohorts of the further events are generated by performing multi-level ranking that comprises ranking groups of the further events based on the similarity values, and applying merging to the groups to produce merged groups. The cohorts are visualized in a graphical visualization.

AI classification

Machine learning1.00
AI hardware0.99
Planning0.99
Knowledge representation0.96
Evolutionary computation0.89
Natural language0.63
Vision0.09
Speech0.00

Ownership

HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

assignment · 462140461

ENTIT SOFTWARE LLC

assignment · 464350392

Assignors

HAO, MING C., CHANG, NELSON L., SCAGGS, JUSTIN AARON, HAMBORG, FELIX, KEIM, DANIEL

On an employer assignment, the assignors are typically the inventors.

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