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A Heuristic Entrepreneurial Perspective on Quantum Annealing in Combinatorial Portfolio Optimization for Transitional New World Era By: Werner Vermeulen Date: October 2022.

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GROUP # 09 Group Members: Werner Vermeulen. 2. © 2021 WorldQuant University. All Rights Reserved.

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Government Issued Photo ID. 3. © 2021 WorldQuant University. All Rights Reserved.

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Project Goal. 4. © 2021 WorldQuant University. All Rights Reserved.

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Project Importance. • Contribute to the identified literacy gap in Fintech entrepreneurship in Quantum Finance Portfolio Optimization • To further establish the importance of research in Quantum Finance in a new world order era.

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Literature Review/Background. 6. © 2021 WorldQuant University. All Rights Reserved.

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Contribution to knowledge base. • Uniquely addressing Fintech entrepreneurship in Quantum Finance • By applying Quantum decision methodologies (‘We-mode’ from Quantum Game Theory rather than ‘I-mode’ classical economic man).

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Assumptions and Choice of Technology. 8. © 2021 WorldQuant University. All Rights Reserved.

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D-Wave Annealer 2000Q.

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Further Assumptions. By moving be yond the limitations of Classical Physics and Classical computing to Quantum Physics and Quantum computing Diminishing Moore’s law + daily increased contribution of data.

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Peer Review Feedback. 11. © 2021 WorldQuant University. All Rights Reserved.

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Summary of Results. 12. © 2021 WorldQuant University. All Rights Reserved.

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Time used: D-Wave compared to brute force.

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Tunneling: Quantum phenomenon.

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Your Contribution. 15. © 2021 WorldQuant University. All Rights Reserved.

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Conclusions. 16. © 2021 WorldQuant University. All Rights Reserved.

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Future Scope of Work. 17. © 2021 WorldQuant University. All Rights Reserved.

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1 7 © 2021 WorldQuant University. All Rights Reserved.