PRE-STATISTICS OF DATA FOR NODE OF DECISION TREE

Patent №

US 11,600,005

Granted

2023-03-07

Filed 2019

Owner

MICROSOFT TECHNOLOGY LICENSING, LLC

AI components

4

ml · vision · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16479536

Embodiments of the subject matter described herein relate to generating a decision tree based on data pre-statistics. A plurality of data samples for a node of the decision tree are obtained, and the plurality of data samples have corresponding feature values with respect to a first feature. A target range is determined from a plurality of predefined numerical ranges so that the number of feature values falling into the target range is greater than a predetermined threshold number. Then, the remaining of the feature values other than the feature values falling into the target range are assigned to the respective numerical ranges, and the feature values falling into all the numerical ranges are counted based on the assignment of the remaining of the feature values, for allocation of the plurality of data samples to child nodes of the node. Accordingly, the data processing efficiency is substantially improved.

Machine learningVisionKnowledge representationAI hardwareG06N 20/00G06F 16/9027G06F 18/24323G06N 5/01G06T 7/162

AI classification

AI hardware1.00
Machine learning1.00
Vision0.92
Knowledge representation0.68
Planning0.29
Natural language0.04
Evolutionary computation0.00
Speech0.00

Ownership

MICROSOFT TECHNOLOGY LICENSING, LLC

assignment · 498070982

Assignors

ZHOU, HUCHENG

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

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