QUANTUM-BASED MACHINE LEARNING FOR ONCOLOGY TREATMENT

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United States of America Patent

SERIAL NO

15641431

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Abstract

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A method and system may utilize a quantum information state analog to reinforcement learning techniques to determine whether to adapt a course of treatment for an oncology patient. A quantum-based reinforcement learning engine may represent a decision to adapt and a decision not to adapt the course of treatment for the oncology patient as quantum information states in a superposition. Each quantum information state has a corresponding amplitude indicative of the likelihood that the quantum information state has a higher expected clinical outcome for the oncology patient. Using a quantum search algorithm, the quantum-based reinforcement learning engine identifies amplitudes for each quantum information state in the superposition. The quantum-based reinforcement learning engine instructs a health care provider to adapt the course of treatment for the oncology patient when a likelihood corresponding to the decision to adapt state exceeds a likelihood threshold.

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Patent Owner(s)

Patent OwnerAddress
THE REGENTS OF THE UNIVERSITY OF MICHIGAN1600 HURON PARKWAY 2ND FLOOR OFFICE OF TECHNOLOGY TRANSFER ANN ARBOR MI 48109-2590

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
El, Naqa Issam Ann Arbor, US 1 5
Ten, Haken Randall Ann Arbor, US 1 5

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