AGGREGATED CLUSTERING METHOD AND SYSTEM

Patent №

US 6,944,607

Granted

2005-09-13

Filed 2000

Owner

HEWLETT-PACKARD COMPANY

Lab

AI components

5

ml · vision · kr · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09684488

An aggregated data clustering method and system. First, the data points to be clustered and a size parameter are received. The size parameter specifies the number of data points to be moved at one time in the clustering algorithm. Next, the data points are clustered by using an aggregated clustering algorithm (e.g., aggregated local K-Means clustering algorithm) and the size parameter to generate clustered results. Then, a determination is made whether of not the clustered results are satisfactory. If the clustered results are satisfactory, the clustering is stopped. Otherwise, a modified or refined parameter size is received. Then, clustering is performed on the clustered results generated previously by using the aggregated clustering algorithm and the revised or refined parameter size. The steps of determining, modifying the parameter size, and aggregated clustering are repeated until satisfactory clustering results are achieved.

Machine learningVisionKnowledge representationEvolutionary computationAI hardwareG06F 18/23213Y10S 707/915Y10S 707/968Y10S 707/99932Y10S 707/99945

AI classification

Machine learning1.00
Knowledge representation0.99
AI hardware0.95
Vision0.86
Evolutionary computation0.58
Planning0.18
Natural language0.01
Speech0.00

Ownership

HEWLETT-PACKARD COMPANY

assignment · 120630180

Assignors

ZHANG, BIN, HSU, MEICHUN, KLEYNER, IGOR

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

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