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.
AI classification
Ownership
QENTINEL OY
assignment · 443130576
QENTINEL QUALITY INTELLIGENCE OY
assignment · 579210261
Assignors
HANNULA, ESKO
On an employer assignment, the assignors are typically the inventors.