Optum Technology, Inc.

Ranraj Rana Singh

V Kishore Ayyadevara

Vineet Shukla

Raghav Bali

Sree Harsha Ankem

Rohan Khilnani

Saikumar Chintareddy

There is a need for more effective and efficient prediction data analysis. This need can be addressed by, for example, solutions for performing first-occurrence multi-disease prediction. In one example, a method includes determining a per-event-type loss value for each event type of a group of event types; determining a cross-event-type loss value based at least in part on each per-event-type loss value; training a multi-event-type prediction model based at least in part on the cross-event type loss value; generating a first-occurrence prediction based at least in part on the multi-event-type prediction model, wherein the first occurrence-prediction comprises a first-occurrence prediction item for each event type of the group of event types; and performing one or more prediction-based actions based at least in part on the first-occurrence prediction.

Growing community of inventors

Thane, India

Ranraj Rana Singh