MUMBAI, India, July 13 -- Intellectual Property India has published a patent application (202621069889 A) filed by Symbiosis International Deemed University on June 03, 2026, for Intelligent Forecasting System With Dynamic Model Selection For Financial Market Analysis.
Inventors include Dr. Nikhil Mangrulkar; Kruthika Agarwal; Paridh Gautam; and Rudrani Ullewar.
The application for the patent was published on July 10, 2026, under issue no. 28/2026.
Abstract: ABSTRACT INTELLIGENT FORECASTING SYSTEM WITH DYNAMIC MODEL SELECTION FOR FINANCIAL MARKET ANALYSIS An intelligent forecasting system (100) with dynamic model selection for financial market analysis is disclosed. The system (100) comprises a data acquisition and preprocessing module (110) for retrieving OHLCV market data, a technical indicator computation module (130) for computing indicators including SMA, EMA, RSI and MACD to produce an enriched feature matrix (135), a multi-model forecasting engine (140) comprising five models including Linear Regression (141), ARIMA (142), GARCH (143), LSTM (144) and CNN-LSTM (145), a dynamic model selection engine (150) that evaluates each model using MAE and RMSE on rolling validation windows and selects the best-performing model for the prevailing market regime, an explainable trading signal generation module (160) that converts predictions into Buy, Sell or Hold signals with percentage-based explanations, and a web-based interactive dashboard (170). The system (100) adapts its forecasting strategy to changing market conditions, improving reliability during regime transitions and providing actionable trading guidance. [
Disclaimer: Curated by HT Syndication.
