PREDICTING QUALITY OF AN INFORMATION SYSTEM USING SYSTEM DYNAMICS MODELLING AND MACHINE LEARNING

Patent №

US 10,762,165

Granted

2020-09-01

Filed 2017

Owner

QENTINEL OY

+1 more

Lab

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15813604

A method of performing predictive analysis on an external index number describing quality of an information system based on a dynamic causal loop diagram of a plurality of quality meters describing the information system is disclosed. In an aspect, one or more quality meters are selected (402) from the plurality of quality meters for predicting values of an external index number. Values of selected quality meters and the external index number maintained (401) in a database are processed (403) using one or more statistical analysis methods to determine dependencies between the plurality of quality meters and the external index number. Based on the processing, a prediction model for predicting external index number values is established (404). Said model may be trained (406) based on received training data (405) using machine learning tools.

Machine learningKnowledge representationPlanningAI hardwareG06N 20/00G06F 11/3452G06F 16/219G06F 17/18G06F 18/214G06N 3/09G06N 3/08G06N 5/01+1 more

AI classification

Machine learning1.00
Planning1.00
AI hardware1.00
Knowledge representation0.94
Evolutionary computation0.07
Vision0.04
Natural language0.00
Speech0.00

Ownership

QENTINEL OY

assignment · 443130576

QENTINEL QUALITY INTELLIGENCE OY

assignment · 579210261

Assignors

HANNULA, ESKO

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

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