Published February 16, 2025
| Version Research article
Journal article
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A Historical Perspective on Artificial Intelligence: Development, Challenges and Future Directions
- 1. GSSS Institute of Engg. and Technology for Women Mysore-570016, Karnataka,
- 2. K.L.E. Society's G. I. Bagewadi Arts, Science and Commerce College, Nipani-591237 Karnataka,
Contributors
Contact persons:
- 1. GSSS Institute of Engg. and Technology for Women Mysore-570016, Karnataka,
- 2. K.L.E. Society's G. I. Bagewadi Arts, Science and Commerce College, Nipani-591237 Karnataka,
Description
This study explores the evolution of Artificial Intelligence (AI) from its mid-twentieth-century theoretical roots to modern advances in machine learning, deep learning, and natural language processing. It highlights milestones like early symbolic AI, expert systems, neural networks, and generative AI models. The study examines major constraints like computation limits, ethics, bias, and regulations. It also highlights growing patterns like explainable AI, human-centred AI, and merging AI with quantum computers. The study also discusses emerging trends and potential developments in AI research and applications.
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References
- 1) Abad Puente, Jesús, Llinás Sala, Daniel (2019). The role of high-performance people management practices in Industry 4.0: The case of medium-sized Spanish firms. https://core.ac.uk/download/294830181.pdf 2) ACM., Agarwal Alekh, Attenberg Josh, Barocas Solon, Binns Reuben, Bolukbasi Tolga, Bosch Nigel, et al. (2019). Improving fairness in machine learning systems: What do industry practitioners need?. http://arxiv.org/abs/1812.05239 3) Bayne, Stephen C, Marshall, Grayson W, Marshall, Sally J (2019). The Academy of Dental Materials: Providing roots and wings. https://core.ac.uk/download/305123875.pdf 4) Bhattacharyya, Koushik (2023). Ai Governance: Current Trends and Historical Perspectives. https://core.ac.uk/download/613698640.pdf 5) Britchenko, Igor, Cherniavska, Tetiana, Machashchik, Paweł (2018). New Trends in Development of Services in the Modern Economy. https://core.ac.uk/download/323058294.pdf 6) Brooks, R. A., Selman, B., Dean, T., Horvitz, E., Mitchell, T. M., & Nilsson, N. J. (1996). Challenge problems for artificial intelligence. In Thirteenth National Conference on Artificial Intelligence-AAAI (Vol. 4). 7) Chang, A. (2020). History of Artificial Intelligence. Intelligence-Based Medicine. 8) Chao, Han-Chieh, Chen, Jiahui, Gan, Wensheng, Lin, et al. (2022). Metaverse in Education: Vision, Opportunities and Challenges. http://arxiv.org/abs/2211.14951 9) Cordeschi, R. (2007). AI turns fifty: revisiting its origins. Applied Artificial Intelligence, 21(4-5), 259-279. 10) Dlamini, Patience, Maphosa, Cosmas, Mthethwa-Kunene, Khetsiwe Eunice, Rugube, et al. (2024). THE ROLE OF ARTIFICIAL INTELLIGENCE (AI) IN ODEL PROVISIONING: A SYSTEMATIC LITERATURE REVIEW. https://core.ac.uk/download/599441712.pdf 11) Elamin, M. O. I. (2024). AI Through the Ages: Unlocking Key Opportunities and Navigating Challenges in the History and Future of Artificial Intelligence. International Journal of Religion, 5(12), 1152-1166. 12) Fahimirad, M., & Kotamjani, S. S. (2018). A review on application of artificial intelligence in teaching and learning in educational contexts. International Journal of Learning and Development, 8(4), 106-118. 13) Fan, Feng-Lei, Li, Yingxin, Peng, Hanchuan, Wang, et al. (2023). Towards NeuroAI: Introducing Neuronal Diversity into Artificial Neural Networks. http://arxiv.org/abs/2301.09245 14) Fonseca, Vasco, Monteiro, Maria Helena, Zózimo, Ricardo (2024). A concept for analyzing human and non-human organism interaction in organizational studies within the context of longevity. https://core.ac.uk/download/621577912.pdf 15) Galanos, V. (2023). To Have Done with The Metaphor of Summers and Winters: Can AI And Internet History Cure Hype? SSRN Electronic Journal. 16) Gharehpetian, Gevork B., Marzband, Mousa, Moradi, Jalal, Nafisi, et al. (2019). Attributes of Big Data Analytics for Data-Driven Decision Making in Cyber-Physical Power Systems. https://core.ac.uk/download/305121394.pdf 17) Hussein, B. R., Halimu, C., & Siddique, M. T. (2021). The future of artificial intelligence and its social, economic and ethical consequences. arXiv preprint arXiv:2101.03366. 18) Jiang, Y., Li, X., Luo, H., Yin, S., & Kaynak, O. (2022). Quo vadis artificial intelligence?. Discover Artificial Intelligence, 2(1), 4. 19) Karunananda, A.S. (2021). Roadmap of Artificial Intelligence Concepts to Reality and future. 20) Kenchakkanavar, A. Y. (2023). Exploring the artificial intelligence tools: Realizing the advantages in education and research. Journal of Advances in Library and Information Science, 12(4), 218-224. 21) Kenchakkanavar, A. Y., Rathod, A., & Kamble. A. A., (2024). Artificial Intelligence in Indian Education:Transforming Teaching and Learning for the Digital Age. International Research Journal of Innovations in Engineering and Technology - IRJIET, 8(11), 200-204. Article 22) Leech, G., Garfinkel, S., Yagudin, M., Briand, A., & Zhuravlev, A. (2024). Ten Hard Problems in Artificial Intelligence We Must Get Right. arXiv preprint arXiv:2402.04464. 23) Liu, J., Kong, X., Xia, F., Bai, X., Wang, L., Qing, Q., & Lee, I. (2018). Artificial Intelligence in the 21st Century. IEEE Access, 6, 34403-34421. 24) Malik, P., Pathania, M., & Rathaur, V. K. (2019). Overview of artificial intelligence in medicine. Journal of family medicine and primary care, 8(7), 2328-2331. 25) Mamonova, H., & Symanishyna, M. (2023). Visualization of the chronology of AI development events. Modeling and Information Systems in Economics. 26) Marquis, P., Papini, O., & Prade, H. (2014). Some elements for a prehistory of artificial intelligence in the last four centuries. In ECAI 2014 (pp. 609-614). IOS Press. 27) McCorduck, P., Minsky, M., Selfridge, O. G., & Simon, H. A. (1977, August). History of artificial intelligence. In IJCAI (pp. 951-954). 28) Mira, J.M. (2008). Symbols versus connections: 50 years of artificial intelligence. Neurocomputing, 71, 671-680. 29) Miyazaki, K., Navaz, S.R., & Sato, R. (2019). Evolutionary Path of Development of Artificial Intelligence (AI) and Patterns of Knowledge Convergence over the Second and Third AI Booms. STI Policy and Management Journal. 30) Mohammed, Belghachi (2024). The impact of Artificial Intelligence on cyberspace security and market dynamics. https://core.ac.uk/download/630937997.pdf 31) Moloi, T., & Marwala, T. (2021). A High-Level Overview of Artificial Intelligence: Historical Overview and Emerging Developments. Future of Business and Finance. 32) Muhammed-Amin, Dlvan O. (2024). Emerging Trends in Applied Mathematics. https://core.ac.uk/download/618208656.pdf 33) Peters, Ted (2024). Cybertheology and the Ethical Dimensions of Artificial Superintelligence: A Theological Inquiry into Existential Risks. https://core.ac.uk/download/616884297.pdf 34) Pietikäinen, M., & Silven, O. (2022). Challenges of Artificial Intelligence--From Machine Learning and Computer Vision to Emotional Intelligence. arXiv preprint arXiv:2201.01466. 35) Radanliev, Petar (2024). Artificial intelligence: reflecting on the past and looking towards the next paradigm shift. https://core.ac.uk/download/599346550.pdf 36) Schmidhuber, J. (2007). New millennium AI and the convergence of history. In Challenges for computational intelligence (pp. 15-35). Berlin, Heidelberg: Springer Berlin Heidelberg. 37) Shakirov, V. (2016). Review of state-of-the-arts in artificial intelligence with application to AI safety problem. arXiv preprint arXiv:1605.04232. 38) Sharma, Pooja (2024). Enhancing Cyber Resilience: Development, Challenges and Strategic Insights in Cyber Security Report Websites using Artificial Inteligence. https://core.ac.uk/download/616989094.pdf 39) Shen, J. (2020, June). The Innovation of Education in the Era of Artificial Intelligence. In Proceedings (Vol. 47, No. 1, p. 57). MDPI. 40) Shin, Y. (2019). The Spring of Artificial Intelligence in Its Global Winter. IEEE Annals of the History of Computing, 41, 71-82. 41) Vikas, S., & Kaur, M. (2022). Tracing the Advancements in Artificial Intelligence: Drawing Lessons for Tomorrow. Towards Excellence, 14(2). 42) Zhou, L. (2023). A Historical Overview of Artificial Intelligence in China. Science Insights, 42(6), 969-973.