DIMENSIONALITY REDUCTION BASED ON FUNCTIONALITY

Patent №

US 11,295,013

Granted

2022-04-05

Filed 2017

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

5

ml · nlp · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15837032

An apparatus, a computer program product and a method for dimensionality reduction comprising: obtaining a set of Application Programming Interface (API) functions of a system invocable by a program, and a set of artifacts. Each artifact is associated with at least one API function and indicative of a functionality thereof. The method further comprising: clustering the API functions based on an analysis of the artifacts to create a set of clusters smaller than the set of API functions, such that each cluster comprises API functions having a similar functionality; and performing a dimensionality reduction to a feature vector using the set of clusters.

Machine learningNatural languageKnowledge representationPlanningAI hardwareG06F 21/566G06F 18/23G06F 21/56G06F 21/577G06N 20/00G06F 2221/033

AI classification

Knowledge representation1.00
Machine learning1.00
Planning1.00
AI hardware0.98
Natural language0.88
Vision0.11
Evolutionary computation0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 443480511

Assignors

COPTY, FADY, JARROUS, AYMAN, SALMAN, TAMER, SHUDRAK, MAKSIM

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

From the same owner

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