As Vice-Chancellor, Marwala developed and implemented the fourth industrial revolution (4IR) strategy.[28] To move the fourth industrial revolution, Marwala introduced a compulsory artificial intelligence course and an Africa Insights course for all students, irrespective of their majors.[29] Furthermore, he introduced Africa by Bus Project, where thousands of students travel by bus to various African countries to understand the African continent.[30]
Rankings
Under his leadership, the University of Johannesburg was ranked first in Africa in the 2021 Times Higher Education (THE) University Impact Rankings on Sustainable Development Goals (SDGs) and first globally for Decent Work and Economic Growth (SDG 8). In the 2023 Times Higher Education Impact Ranking, it was ranked first in Africa and globally for SDG 1 (no poverty).[31] From 2018 to 2022, the University of Johannesburg increased research output from sixth position to position first in South Africa.[32][33] Furthermore, according to the Quacquarelli Symonds (QS) ranking, UJ increased from being number 5 in Africa in 2021 (announced in 2020) to number 2 in Africa in 2023 (announced in 2022).[34]
Fundraising
Under his leadership, the University of Johannesburg increased its endowment from US$61 million to US$200 million from 2018 to 2022.[35] During his tenure, the University of Johannesburg 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, the University of Johannesburg increased electricity consumption from solar energy from 0% to 15% from 2018 to 2022.[36]
As the Rector of the United Nations University, Marwala has secured $65 million to establish the Institute for Artificial Intelligence and Big Data in Bologna, Italy. This Institute will be located at the supercomputing facility CINECA.[40][41] Marwala has also worked with the United Nations through agencies such as UNESCO, UNIDO, WHO, ITU, ILO, UNICEF, and WIPO.[42][43][44][45] He was a member of the World Health Organization (WHO) committee that developed the ethical guidelines of using artificial intelligence in medicine.[46] Furthermore, he was a member of the committee that developed the international accord on open data for the International Council for Science (ICSU) in Paris.[47][38] Institute of Future Studies, with University of West Indies the Institute for Global African Affairs and Institute of Intelligent Systems.[48]
Governments
Marwala has served globally and nationally on policymaking bodies. Most recently, he was the Deputy Chair of South Africa’s Presidential Commission on the Fourth Industrial Revolution (with the President of South Africa Cyril Ramaphosa serving as Chair). This committee developed the country’s fourth industrial revolution strategy.[49] Continentally, Marwala is the Chair of the International Scientific Advisory Board for the African Centre of Excellence in the Internet of Things (ACE-IoT) based in Rwanda.[50] The government of Namibia appointed him on the Fourth Industrial Revolution Task Team.[51]
Marwala's research interests include the theory and application of artificial intelligence to engineering, computer science, finance, economics, social science and medicine. Marwala and Israeli researcher Daniel Muller studied the St. Petersburg paradox using the concept of the relative net utility.[57] Marwala and Bo Xing have also studied the relationship between blockchain and artificial intelligence.[58] With Evan Hurwitz, Marwala built software agents that can bluff on playing a game of poker.[59][60]
Artificial intelligence and aerospace engineering
Marwala has applied artificial intelligence in aeronautical engineering and an example of this is his work on using AI to detect faults in aerospace structures, which he published papers in journals of American Institute of Aeronautics and Astronautics such as AIAA Journal and Journal of Aircraft.
[61][62][63]
Artificial intelligence and medical sciences
Marwala has worked on the application of artificial intelligence to health care. For example, he has used AI to diagnose pulmonary embolism [64] and epileptic activity [65] as well as understand HIV[66] and Covid-19.[67] He was a co-inventor of the innovative methods of radiation imaging[68] and with Megan Jill Russell as well as David Rubin the artificial larynx.[69]
Artificial intelligence and economics
Marwala and Evan Hurwitz proposed that there is less 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 the volume of trades in the market.[70][71] Tshilidzi Marwala and Evan Hurwitz in their book[72] 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,[72] 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, permitting individualized pricing for the same product and bringing fairness and efficiency into the market. Furthermore, with Evan Hurwitz in their book,[72] 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. In his response to Bill Gates, Marwala has also brought to the attention the difficulty of taxing robots given the fact that a great deal of the devices that we use have robotics features.[73] He developed the concept of pseudo-modal energies, proposing the theory of rational counterfactual thinking, rational opportunity cost and the theory of flexibly bounded rationality.[74] 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 artificially intelligent machines make all decisions, the markets will be fully rational.[75]
Artificial Intelligence and Political Science
Tshilidzi Marwala has contributed to the application of artificial intelligence in political science, international relations, and interstate conflict. With Monica Lagazio, he has studied the effects of artificial intelligence on international relations, including the possibility of interstate conflict. In this regard, these researchers have discussed how AI can be used to predict and manage conflicts, as well as how it may alter the nature of diplomacy and international negotiations. This work involved analyzing data and predicting potential conflicts using machine learning algorithms.[76] Marwala and Bhaso Ndzendze have investigated how AI can be utilized in international relations decision-making procedures. He has discussed the potential for artificial intelligence to enhance decision-making by providing more precise forecasts and analyses.[77][78]
^Muller, Daniel; Marwala, Tshilidzi (2019). "Relative Net Utility and the Saint Petersburg Paradox". arXiv:1910.09544 [econ.GN].
^Marwala, Tshilidzi; Xing, Bo (2015). "Blockchain and Artificial Intelligence". arXiv:1802.04451 [cs.AI].
^Marwala, Tshilidzi; Hurwitz, Evan (7 May 2007). "Learning to bluff". arXiv:0705.0693 [cs.AI].
^Merali, Zeeya (2 June 2007). "Software learns when it pays to deceive". New Scientist.
^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; Sibusiso Sibisi (2005). "Finite element model updating using Bayesian framework and modal properties". American Institute of Aeronautics and Astronautics Journal of Aircraft. 42 (1): 275–278. doi:10.2514/1.11841.
^Tshilidzi Marwala (2002). "Finite element model updating using wavelet data and genetic algorithm". American Institute of Aeronautics and Astronautics Journal of Aircraft. 39 (4): 709–711. doi:10.2514/2.2971.
^Scurrell, Simon; Marwala, Tshilidzi; Rubin, David (2007). "Automatic Detection of Pulmonary Embolism using Computational Intelligence". arXiv:0706.0300 [cs.CV].
^Nadim Mohamed; David Rubin; Tshilidzi Marwala (2006). "Detection of epileptiform activity in human EEG signals using Bayesian neural networks". Neural Information Processing-Letters and Reviews. 10 (1).
^B.B. Leke; T. Marwala (2006). "Autoencoder networks for HIV classification". Current Science. 81 (11).
^ abcMarwala, Tshilidzi; Hurwitz, Evan (2017). Artificial Intelligence and Economic Theory: Skynet in the Market. London: Springer. ISBN978-3-319-66104-9.
^Marwala, Tshilidzi (2018). "On Robot Revolution and Taxation". arXiv:1808.01666 [cs.CY].
^Muller, Daniel (25 November 2018). "Economics of Human-AI Ecosystem: Value Bias and Lost Utility in Multi-Dimensional Gaps". arXiv:1811.06606 [q-fin.GN].
^Marwala, Tshilidzi (1 July 2015). "Impact of Artificial Intelligence on Economic Theory". arXiv:1509.01213 [q-fin.GN].
У Вікіпедії є статті про інших людей із прізвищем Дудченко. Володимир ДудченкоВолодимир Володимирович Дудченко Головний сержантЗагальна інформаціяНародження 1 березня 1984(1984-03-01)м. Свердловськ, нині Довжанськ, Луганська областьСмерть 22 вересня 2022(2022-09-22) (38 років)смт Ям
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