MUMBAI, India, June 26 -- Intellectual Property India has published a patent application (202444099687 A) filed by Nokia Technologies Oy on December 16, 2024, for Data Collection Quality Indication In Ai/Ml Positioning.
Inventors include Dick Carrillo Melgarejo; and Afef Feki.
The application for the patent was published on June 19, 2026, under issue no. 25/2026.
Abstract: DATA COLLECTION QUALITY INDICATION IN AI/ML POSITIONING Example embodiments of the present disclosure are related to data collection quality indication in artificial intelligence/machine learning, AI/M, positioning. A first apparatus for communication obtains a monitoring metric for an AI/ML model that is configured for direct positioning or assisted positioning of a terminal device within a communication network, the monitoring metric being determined based on an error between a positioning inference result of the AI/ML model for a model input and a ground-truth positioning label for the model input within a monitoring dataset; determines a monitoring quality criteria for the monitoring dataset based on a spatial label analysis, SLA, indicator and a minimum inference error, MIE, indicator of the monitoring dataset; and in accordance with a determination that a monitoring quality criteria is dissatisfied by the monitoring metric, determines an action is to be applied on the AI/ML model.
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