MUMBAI, India, March 13 -- Intellectual Property India has published a patent application (202641025089 A) filed by Chilakapati Anil Kumar, Vijayawada, Andhra Pradesh, on March 3, for 'system and method for validating indoor navigational certainty models using roc-based performance metrics and behavioural predictors in transit environments.'
Inventor(s) include Chilakapati Anil Kumar; and Prof. Dr Ramesh Srikonda.
The application for the patent was published on March 13, under issue no. 11/2026.
According to the abstract released by the Intellectual Property India: "A computer-implemented system and method for validating indoor navigational certainty prediction models in transit environments using ROC-based performance metrics and behavioural predictors. The invention receives passenger indoor navigation data comprising behavioural, spatial, and demographic variables and applies a binary logistic regression model to predict navigational certainty. The model is trained and tested using segregated datasets, and its performance is evaluated using receiver operating characteristic analysis, classification accuracy, and odds-ratio interpretation. The validation framework ensures statistical reliability, interpretability, and robustness of navigational certainty models prior to deployment. The invention enables evidence-based assessment of indoor navigation systems, supports design evaluation of transit lobbies, and improves confidence in behavioural analytics applied to wayfinding optimization."
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