COMBINATION FORECASTING USING CLUSTERIZATION

Patent №

US 6,792,399

Granted

2004-09-14

Filed 1999

Owner

C4CAST.COM. INC.

Lab

AI components

4

ml · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09392109

Combination forecasts are generated using predictions obtained from a group of forecasters. The forecasters are first divided into a number of pre-defined clusters, which typically will have been formed using statistical clustering techniques. In particular, clusters of forecasters can be formed based on similarities of the forecasters' predictions. Then, statistical data are calculated for each pre-defined cluster (e.g., measures of central tendency and dispersion). Finally, the statistical data for all the pre-defined clusters are combined so as to obtain a combination forecast.

AI classification

Evolutionary computation0.99
AI hardware0.96
Machine learning0.96
Planning0.92
Knowledge representation0.33
Natural language0.14
Vision0.08
Speech0.00

Ownership

C4CAST.COM. INC.

assignment · 102370437

Assignors

PHILLIPS, G. MICHAEL, JENNINGS, WILLIAM P., FINDLAY, M. CHAPMAN III, KLEIN, STEPHEN A., RICE, MARK E.

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

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