MUMBAI, India, April 17 -- Intellectual Property India has published a patent application (202641043596 A) filed by KKR & KSR Institute of Technology and Sciences, Guntur, Andhra Pradesh, on April 6, for 'automated xml schema inference platform using machine learning and pattern recognition.'
Inventor(s) include Mr. E Padmavathi; Mr. P Harivardhan Reddy; Mr. L Sampath Kumar; Mr. K Ravi Sankar; and Mr. S Ganesh Reddy.
The application for the patent was published on April 17, under issue no. 16/2026.
According to the abstract released by the Intellectual Property India: "The present invention relates to an intelligent machine learning based system designed for automatic XML schema inference and adaptive parsing of XML documents. The system analyses unstructured or schema-less XML data and extracts structural patterns such as element hierarchies, attributes, data types, and occurrence relationships. A machine learning-based inference module processes multiple XML instances to automatically generate a structured XML schema that accurately represents the underlying document structure. The system further incorporates an adaptive parsing engine that dynamically adjusts parsing strategies based on the inferred schema and variations in incoming XML data streams. A validation and optimization module improves schema accuracy by refining inferred rules through iterative learning and pattern recognition. The modular architecture ensures scalability, efficient processing of large XML datasets, and seamless integration with existing data management systems. The invention improves data interoperability, reduces manual effort in schema creation, enhances parsing efficiency, and supports reliable data exchange in applications such as web services, data integration, and enterprise information systems."
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