Computer-based systems having computer engines and data structures configured for machine learning data insight prediction and methods of use thereof

• Main Authors: Ghosh, Rahul, Jain, Anshul, Agarwal, Varun, Jauhary, Ashni, Srinivasan, Swetha P, Narayanan, Krishnaprasad, Chetal, Bobby
• Format: Patent
• Language: English
• Published: 24.10.2023
• Subjects: CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; ELECTRIC DIGITAL DATA PROCESSING; PHYSICS

At least some embodiments are directed to an insights inference system that produces multiple insights associated with an entity. The insights inference system generates a decision tree machine learning model, assigning a first insight to a parent node of a decision tree machine learning model and assigning at least one second insight to child nodes of the decision tree machine learning model. Each child node is associated with a sequence number and a rank number. The sequence number and the rank number are indicative of a significance associated with the at least one second insight. The insight inference system responds to queries by traversing the decision tree machine learning model to compute at least one response insight based on the sequence number and the rank number associated with each child node and outputs the at least one response insight to a client terminal.