MUMBAI, India, Jan. 2 -- Intellectual Property India has published a patent application (202541123273 A) filed by Vellore Institute Of Technology, Vellore, Tamil Nadu, on Dec. 6, 2025, for 'financial market forecasting system with sentiment indicators.'
Inventor(s) include Dr. Vijayasherly V; Annant Mahesh Sharma; Khushi Omar; Vellore Institute Technology; and Sanya Baweja.
The application for the patent was published on Jan. 2, under issue no. 01/2026.
According to the abstract released by the Intellectual Property India: "The present disclosure provides a financial market forecasting system comprising a data acquisition module configured to collect historical stock price data and sentiment data from social media platforms and financial news sources, a preprocessing module configured to extract sentiment scores using natural language processing techniques, a feature engineering module configured to integrate sentiment scores with technical indicators to form a unified feature set, a machine learning module comprising multiple predictive models trained on the unified feature set to predict stock price movements, and an output module configured to generate predictions. The system integrates sentiment analysis with machine learning architectures including Generative Adversarial Networks with Long Short-Term Memory generators and Convolutional Neural Network discriminators, Support Vector Machines, and Random Forest algorithms to enhance prediction accuracy by capturing quantitative market trends and psychological factors driving investor behavior."
Disclaimer: Curated by HT Syndication.
