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South African mechanical engineer and computer scientistThis biographical article is written like a résumé. Please help improve it by revising it to be neutral and encyclopedic. (September 2015) |
Tshilidzi Marwala | |
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File:Marwala tshilidzi.jpg | |
Born | (1971-07-28) 28 July 1971 (age 53) Duthuni, Venda, South Africa |
Nationality | South Africa |
Alma mater | |
Known for | Rational counterfactuals, St. Petersburg paradox, bounded rationality, information asymmetry, efficient market hypothesis, Lewis turning point, finite element updating |
Office | Vice-Chancellor of the University of Johannesburg |
Predecessor | Ihron Rensburg |
Spouse | Dr Jabulile Vuyiswa Manana (m. 2003; 3 children) |
Awards | Order of Mapungubwe, American Academy of Arts and Sciences |
Scientific career | |
Fields | Artificial intelligence, Computer science, Mechanical engineering |
Institutions | |
Thesis | Fault Identification Using Neural Networks and Vibration Data (2000) |
Doctoral students | Fulufhelo Nelwamondo, Evan Hurwitz, Megan Jill Russell |
Tshilidzi Marwala (born 28 July 1971) is a South African artificial intelligence engineer, a computer scientist and a mechanical engineer.
Early life and education
Marwala was born at Duthuni Village in the Limpopo Province. He obtained a PhD in artificial intelligence from the University of Cambridge and Bachelor of Science in mechanical engineering from Case Western Reserve University, graduating with a Magna Cum Laude. He attended school at Mbilwi Secondary School and St.John's College in Johannesburg.
Career
Marwala is a vice-chancellor and principal of the University of Johannesburg. He was previously the deputy vice chancellor for research and internationalization as well as the dean of engineering at the University of Johannesburg and a professor of electrical engineering at the University of the Witwatersrand. He was a post-doctoral fellow at Imperial College of Science, Technology and Medicine. He has served as a trustee of the Nelson Mandela Foundation and on a board of Nedbank,.
One of the books he co-authored on modelling interstate conflict has been translated into Chinese by the National Defense Industry Press. His work and opinion have appeared in media such as New Scientist, Time, The Economist, CNN, and BBC. He has also given talks at Rhodes House, Royal Society, Cambridge Union, Harvard's Berkman Klein Center for Internet & Society and Oxford Union. In 2016 Tshilidzi Marwala delivered the Bernard Price Memorial Lecture in South Africa. With Stephen Hawking and Guy Laliberté he was a judge of the YouTube Space Lab competition.
Academic contributions and research
Marwala's research interests include the theory and application of artificial intelligence to engineering, computer science, finance, economics, social science and medicine. He has made fundamental contributions to engineering science including the development of the concept of pseudo-modal energies, proposing the theory of rational counterfactual thinking, rational opportunity cost and the theory of flexibly bounded rationality. He was a co-inventor of the innovative methods of radiation imaging and with Megan Jill Russell as well as David Rubin the artificial larynx. Marwala also observed that the applicability of prospect theory depends on how much artificial intelligence is used to make a decision. He also observed that the more artificial intelligence is used for decision making the more efficient the markets become. For example, if all decisions are made by artificially intelligent machines then the markets will be fully rational. Marwala together with Israeli researcher Daniel Muller mathematically solved the St. Peterburg paradox through the use of the concept of the relative net utility.
Marwala together with Evan Hurwitz proposed that there is less level of information asymmetry between two artificial intelligent agents than between two human agents and that the more artificial intelligence there is in the market the less is the volume of trades in the market. With Evan Hurwitz, Marwala was the first researcher to build software agents that are able to bluff on playing a game of poker. Tshilidzi Marwala and Evan Hurwitz in their book applied Lewis turning point theory to study the transition of the economy into automated production and identified an equilibrium point (Lewis turning point) where it does not make economic sense to move human labor to automated machines.
Tshilidzi Marwala and Evan Hurwitz in their book observed that the advent of intelligent online buying platforms such as Amazon and technologies such as flexible manufacturing offers the opportunity for individualized supply and demand curves to be produced. They observed that these reduce the degree of arbitrage in the market, permit for individualized pricing for the same product and brings fairness and efficiency into the market. Furthermore, with Evan Hurwitz in their book they observed that decision making and predicting machines that are executed using artificial intelligence and other machine learning techniques reduce the biases and variances of the errors on decision making and thus make decisions in a closer manner to the conclusions of rational expectations theory than human decision makers. Marwala and Bo Xing have also studied the relationship between blockchain and artificial intelligence. In his response to Bill Gates, Marwala has also brought to the attention of the difficulty of taxing robots given the fact that a great deal of the devices that we use have robotics features.
Vice-Chancellor of the University of Johannesburg
As Vice-Chancellor, Marwala positioned UJ to drive the fourth industrial revolution (4IR) in South Africa to accelerate the United Nations' Sustainable Development Goals (SGDs). To drive the fourth industrial revolution, Marwala introduced a compulsory course on artificial intelligence as well as Africa Insights for all the students irrespective of their majors. Furthermore, he introduced the Africa by Bus Project, where thousands of students travel by bus to various African countries to understand the African continent. Under his leadership, UJ was ranked first in Africa in the 2021 Times Higher Education (THE) University Impact Rankings on Sustainable Development Goals, 1st position globally for Decent Work and Economic Growth (SDG 8). In the 2022 Times Higher Education Impact Ranking, it was ranked second in Africa and first in South Africa. From 2018 to 2022, UJ increased research output from position 6 to position 2 in South Africa. Marwala is a formidable fundraiser, and under his leadership, UJ increased its endowment from US$61 million to US$200 million from 2018 to 2022. During his tenure, UJ purchased and financed two additional campuses, Devland Campus (US$10million) and Media 24 Park (US$20 million), and completed the Soweto Residence Complex (US$30million). Furthermore, UJ increased electricity consumption from solar energy from 0% to 15% from 2018 to 2022.
Governments and United Nations
Marwala has worked with governments of South Africa, Namibia and Rwanda. With the South African government he has sat on the number of boards and was the Deputy Chair of the Presidential Commission on the Fourth Industrial Revolution. He was appointed by the government of Namibia on the Fourth Industrial Revolution Task Team. In Rwanda he is the Chair of the African Centre of Excellence in the Internet of Things.
Marwala has also worked with the United Nations through agencies such as UNESCO, UNIDO, WHO, ITU, UNICEF, and WIPO.
Visiting appointments
Marwala has been a visiting fellow at Harvard University, Wolfson College, Cambridge, and University of California, Berkeley He is an honorary professor at the Nanjing Tech University as well as the Central South University in The People's Republic of China.
Awards and honors
Marwala is a member of the American Academy of Arts and Sciences, TWAS, and the African Academy of Sciences. In high school he won the National Youth Science Olympiad and represented South Africa in the London International Youth Science Forum. He is the recipient of the Order of Mapungubwe. In 2022, Marwala was awarded the IT Personality of the Year Award in South Africa for his work advancing the fourth industrial revolution.
Books
- Tshilidzi Marwala (2010). Finite Element Model Updating Using Computational Intelligence Techniques: Applications to Structural Dynamics. Heidelberg: Springer. ISBN 978-1-84996-322-0.
- Tshilidzi Marwala; Monica Lagazio (2011). Militarized Conflict Modeling Using Computational Intelligence. Heidelberg: Springer. ISBN 978-0-85729-789-1.
- Tshilidzi Marwala (2012). Condition Monitoring Using Computational Intelligence Methods. Heidelberg: Springer. ISBN 978-1-4471-2380-4.
- Tshilidzi Marwala (2013). Economic Modeling Using Artificial Intelligence Methods. Heidelberg: Springer. ISBN 978-1-84996-323-7.
- Tshilidzi Marwala (2014). Artificial Intelligence Techniques for Rational Decision Making. Heidelberg: Springer. ISBN 978-3-319-11423-1.
- Tshilidzi Marwala (2015). Causality, Correlation, and Artificial Intelligence for Rational Decision Making. Singapore: World Scientific. ISBN 978-9-814-63086-3.
- Tshilidzi Marwala; Ilyes Boulkaibet; Sondipon Adhikari (2016). Probabilistic Finite Element Model Updating Using Bayesian Statistics: Applications to Aeronautical and Mechanical Engineering. London: John Wiley & Sons. ISBN 978-1-119-15303-0.
- Tshilidzi Marwala; Evan Hurwitz (2017). Artificial Intelligence and Economic Theory: Skynet in the Market. London: Springer. ISBN 978-3-319-66104-9.
- Bo Xing; Tshilidzi Marwala (2018). Smart Maintenance for Human–Robot Interaction: An Intelligent Search Algorithmic Perspective. London: Springer. ISBN 978-3-319-67480-3.
- Bo Xing; Tshilidzi Marwala (2018). Smart Computing in Crowdfunding. London: CRC Press. ISBN 978-1-138-57771-8.
- Tshilidzi Marwala (2018). Handbook of Machine Learning Volume 1: Foundation of Artificial Intelligence. Singapore: World Scientific Publishing. ISBN 978-981-3271-22-7.
- Tshilidzi Marwala; Collins Achepsah Leke (2019). Handbook of Machine Learning Volume 2: Optimization and Decision Making. Singapore: World Scientific Publishing. ISBN 978-981-120-566-8.
- Collins Achepsah Leke; Tshilidzi Marwala (2019). Deep Learning and Missing Data in Engineering Systems: Applications to Engineering Systems. London: Springer. ISBN 978-3030011796.
- Doorsamy Wesley; Sena Paul; Tshilidzi Marwala (2020). The Disruptive Fourth Industrial Revolution. London: Springer. ISBN 978-3-030-48230-5.
- Tankiso Moloi; Tshilidzi Marwala (2020). Artificial Intelligence in Economics and Finance Theories. London: Springer. ISBN 978-3-030-42961-4.
- Tshilidzi Marwala (2020). Closing the Gap: The Fourth Industrial Revolution in Africa. Johannesburg: Macmillan. ISBN 978-1-77010-786-1.
- Tshilidzi Marwala (2021). Rational Machines and Artificial Intelligence. Amsterdam: Academic Press. ISBN 9780128206768.
- Bhaso Ndzendze; Tshilidzi Marwala (2021). Artificial Intelligence and Emerging Technologies in International Relations. Singapore: World Scientific Publishing. ISBN 978-981-123-454-5.
- Tshilidzi Marwala (2021). Leading in the 21st Century: The Call for a New Type of African Leader. Johannesburg: Tracey McDonald Publishers. ISBN 978-1-77626-083-6.
- Tshilidzi Marwala (2021). Leadership Lessons from Books I Read. Johannesburg: Tracey McDonald Publishers. ISBN 9781776260928.
- Tankiso Moloi; Tshilidzi Marwala (2021). Artificial Intelligence and the Changing Nature of Corporations. London: Springer. ISBN 978-3-030-76313-8.
- Daniel Muller; Fernando Buarque; Tshilidzi Marwala (2022). On Rationality, Artificial Intelligence and Economics. Singapore: World Scientific. ISBN 978-981-125-511-3.
Patents
- David Mark Starfield, David Milton Rubin and Tshilidzi Marwala. Method and Apparatus for Radiation Imaging. IPC8 Class: AG01T100FI USPC Class: 25036302.
- David Mark Starfield, David Milton Rubin and Tshilidzi Marwala. Coded Appertures Masks for Ration-Based Medical Imaging. WO 2008/14254
- Megan J. Russell, David M. Rubin, B. Wigdorowitz and Tshilidzi Marwala. (PCT/IB2009/006125) An artificial larynx.
- Tshilidzi Marwala, Dipanjan Paul and Satyakama Paul. (WO2019224739A1) System and method for real time prediction of water level and hazard level of a dam.
- Tshilidzi Marwala, Rendani Mbuvha. (South African Provisional Patent 2018/06344) A system and method for imputing missing data in a dataset, a method and system for determining a health condition of a person, and a method and system of calculating an insurance premium.
Publications
- Tshilidzi Marwala (2003). "Fault classification using pseudo modal energies and neural networks". American Institute of Aeronautics and Astronautics Journal. 41 (1): 82–89. Bibcode:2003AIAAJ..41...82M. doi:10.2514/2.1916.
- Tshilidzi Marwala; M. Lagazio (2006). "Assessing different Bayesian neural network models for militarized interstate dispute". Social Science Computer Review. 24 (1): 119–131. doi:10.1177/0894439305281512. S2CID 62709888.
- D. Lunga, T. Marwala. Online forecasting of stock market movement direction using the improved incremental algorithm. Lecture Notes in Computer Science, In Neural Information Processing, Springer Berlin / Heidelberg, Volume 4234, 2006, pp. 440–449.
- Tshilidzi Marwala (2005). "The national democratic revolution, technology and a developed economy". Umrabulo. 22: 58–60.
- Tshilidzi Marwala; T.N. Tim (2006). Sun I. Kim; Tae Suk Sah (eds.). "Computational Intelligence Methods for Risk Assessment of HIV. Proceedings of the International Federation of Medical and Biological Engineering". Ifmbe Proceedings. 14. Berlin Heidelberg: Springer-Verlag: 3581–3585. ISSN 1727-1983..
- Tshilidzi Marwala; S. Chakraverty (2006). "Fault classification in structures with incomplete measured data using autoassociative neural networks and genetic algorithm". Current Science. 90 (4): 542–548.
References
- "Nedbank". 13 May 2019. Retrieved 13 May 2019.
- "鍩轰簬璁$畻鏅鸿兘鐨勫啗浜嬪啿绐佸缓妯?-中国图书网,图书,书店,网上书店,特价书,特价图书". www.bookschina.com. Retrieved 27 October 2017.
- "基于计算智能的军事冲突建模 – 图书 – 亚马逊". www.amazon.cn. Retrieved 27 October 2017.
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- "On Jacob Zuma, Iraq, Croatia, home ownership, Somali pirates, education, Greece, Machiavelli, economics". The Economist. 14 May 2009. ISSN 0013-0613. Retrieved 27 October 2017.
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- Muller, Daniel (25 November 2018). "Economics of Human-AI Ecosystem: Value Bias and Lost Utility in Multi-Dimensional Gaps". arXiv:1811.06606 .
- "Patent US20080296504 – Method and Apparatus for Radiation Imaging – Google Patents". 30 March 2004. Retrieved 19 September 2015.
- "Patent US20110190881 – Artificial Larynx – Google Patents". Retrieved 19 September 2015.
- Marwala, Tshilidzi (1 July 2015). "Impact of Artificial Intelligence on Economic Theory". arXiv:1509.01213 .
- Muller, Daniel; Marwala, Tshilidzi (2019). "Relative Net Utility and the Saint Petersburg Paradox". arXiv:1910.09544 .
- Marwala, Tshilidzi; Hurwitz, Evan (2015). "Artificial Intelligence and Asymmetric Information Theory". arXiv:1510.02867 .
- "Artificial Intelligence can Reduce Information Asymmetry : Networks Course blog for INFO 2040/CS 2850/Econ 2040/SOC 2090". blogs.cornell.edu. Retrieved 27 October 2017.
- Marwala, Tshilidzi; Hurwitz, Evan (7 May 2007). "Learning to bluff". arXiv:0705.0693 .
- Merali, Zeeya (2 June 2007). "Software learns when it pays to deceive". New Scientist.
- Marwala, Tshilidzi; Hurwitz, Evan (2017). Artificial Intelligence and Economic Theory: Skynet in the Market. London: Springer. ISBN 978-3-319-66104-9.
- Marwala, Tshilidzi; Hurwitz, Evan (2017). Artificial Intelligence and Economic Theory: Skynet in the Market. London: Springer. ISBN 978-3-319-66104-9.
- Marwala, Tshilidzi; Hurwitz, Evan (2017). Artificial Intelligence and Economic Theory: Skynet in the Market. London: Springer. ISBN 978-3-319-66104-9.
- Marwala, Tshilidzi; Xing, Bo (2015). "Blockchain and Artificial Intelligence". arXiv:1802.04451 .
- Marwala, Tshilidzi (2018). "On Robot Revolution and Taxation". arXiv:1808.01666 .
- "4IR". 27 April 2022. Retrieved 27 April 2022.
- "Africa by Bus". 27 April 2022. Retrieved 27 April 2022.
- "Rankings". 27 April 2022. Retrieved 27 April 2022.
- "Solar Energy". 27 April 2022. Retrieved 27 April 2022.
- "Fundraising". 27 April 2022. Retrieved 27 April 2022.
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- "RSA". 27 April 2022. Retrieved 27 April 2022.
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- "Rwanda". 27 April 2022. Retrieved 27 April 2022.
- "WHO" (PDF). 27 November 2021. Retrieved 27 November 2021.
- "UNESCO". 27 November 2021. Retrieved 27 November 2021.
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- "WIPO". 27 November 2021. Retrieved 27 November 2021.
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- "Visiting Scholars Program | Center for Studies in Higher Education". www.cshe.berkeley.edu. Retrieved 27 October 2017.
- "Marwala Tshilidzi". American Academy of Arts and Sciences. Retrieved 28 April 2022.
- "Marwala Tshilidzi". TWAS. Retrieved 27 October 2017.
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- https://www.itweb.co.za/content/RgeVDqPY6lpvKJN3. Retrieved 28 April 2022.
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External links
Categories:- 1971 births
- Living people
- People from Thulamela Local Municipality
- Alumni of St John's College, Cambridge
- Case Western Reserve University alumni
- University of Pretoria alumni
- Senior Members of the IEEE
- University of South Africa alumni
- Science and technology in South Africa
- University of Pretoria faculty
- University of Johannesburg academics
- Alumni of St John's College, Johannesburg
- Vice-Chancellors of University of Johannesburg
- South African engineers
- South African inventors
- South African scientists
- South African computer scientists
- 21st-century inventors