The Nature of Intelligence and Its Forms: An Ontological-Modeling Approach
Authors: Husam El-Asfour, Fateh Adhnouss, Kenneth McIsaac, AbdulMutalib Wahaishi, Raafat Aburukba, Idris El-Feghia
Abstract:
Although intelligence is commonly referred to as the observable behavior in various fields and domains, it must also be shown how it develops by exhibiting multiple forms and without observing the inherent behavior. There have been several official and informal definitions of intelligence in various areas; however, no scientific agreement on a definition has been agreed upon. There must be a single definition, structure, and precise modeling for articulating how intelligence is perceived by people and machines in order to comprehend intelligence. Another key challenge is defining the different environment types based on the integral elements (agents) and their possible interactions. On the basis of conceptualization, this paper proposes a formal model for defining and developing intelligence. Forms of intelligence are derived from an ontological view, and thus intelligence is defined, described, and modeled based on the various types of environments.
Keywords: Intelligence, forms, transformation, conceptualization, ontological view.
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[1] R. J. Sternberg, “Contemporary theories of intelligence.” 2013.
[2] M. Ziegler, E. Danay, M. Heene, J. Asendorpf, and M. Buhner, “Openness, fluid intelligence, and crystallized intelligence: Toward an integrative model matthias ziegler1, erik danay1, moritz heene2, jens asendorpf1, markus buhner3 humboldt-universit¨ at zu Berlin, Germany 2 karl franzen universitat graz, austria,” 2012.
[3] J. K. Debenham, Knowledge systems design. Prentice-Hall, Inc., 1989.
[4] J. McCarthy, “What is artificial intelligence,” URL: http://www-formal. stanford. edu/jmc/whatisai. html, 2004.
[5] G. Yilam and D. Kumar, “Machine learning prediction of human activity recognition,” Ethiopian Journal of Sciences and Sustainable Development, vol. 5, no. 1, pp. 20–33, 2018.
[6] Y. Wang, “On abstract intelligence: Toward a unifying theory of natural, artificial, machinable, and computational intelligence,” International Journal of Software Science and Computational Intelligence (IJSSCI), vol. 1, no. 1, pp. 1–17, 2009.
[7] F. Daniel, “What is artificial intelligence? an informed definition,” http://https://emerj.com/ai-glossary-terms/what-is-artificial-intelligencean-informed-definition/, 2018.
[8] R. J. Sternberg, “The concept of intelligence and its role in lifelong learning and success.” American psychologist, vol. 52, no. 10, p. 1030, 1997.
[9] K. Desiree, “Two theories on the nature of intelligence,” http:/https://www.studymode.com/essays/Two-Theories-On-The-NatureOf-1417968.html, 2013.
[10] R. J. Sternberg, Handbook of intelligence. Cambridge University Press, 2000.
[11] S. Ceci, D. Halpern, J. Loehlin, R. Perloff, and R. Sternberg, “U. neisser, g. boodoo, tj bouchard jr., aw boykin, n. brody,” Artificial Intelligence: Critical Concepts, vol. 4, p. 109, 2000.
[12] L. S. Gottfredson, “Mainstream science on intelligence: An editorial with 52 signatories, history, and bibliography,” pp. 13–23, 1997.
[13] A. Binet and T. Simon, “Methodes nouvelles pour le diagnostic du´ niveau intellectuel des anormaux,” L’annee Psychologique´, vol. 11, no. 1, pp. 191–244, 1904.
[14] W. V. Bingham, “Aptitudes and aptitude testing.” 1937.
[15] D. Wechsler, “The measurement and appraisal of adult intelligence,” 1958.
[16] S. Legg and M. Hutter, “Intelligence: Many definitions,” 2006.
[17] J. Drever, “A dictionary of psychology.” 1952.
[18] R. J. Sternberg, “Theories of intelligence.” 2018.
[19] J. Buckley, Investigating the role of spatial ability as a factor of human intelligence in technology education: towards a casual theory of the relationship between spatial ability and STEM education. KTH Royal Institute of Technology., 2018.
[20] R. M. Thorndike, G. K. Cunningham, R. L. Thorndike, and E. P. Hagen, Measurement and evaluation in psychology and education. Macmillan Publishing Co, Inc, 1991.
[21] L. L. Thurstone, “A method of scaling psychological and educational tests.” Journal of educational psychology, vol. 16, no. 7, p. 433, 1925.
[22] J. P. Guilford, “Some changes in the structure-of-intellect model,” Educational and Psychological Measurement, vol. 48, no. 1, pp. 1–4, 1988.
[23] R. B. Cattell, “Theory of fluid and crystallized intelligence: A critical experiment.” Journal of educational psychology, vol. 54, no. 1, p. 1, 1963.
[24] “Abilities: Their structure, growth, and action.” 1971.
[25] K. S. McGrew, “The cattell-horn-carroll theory of cognitive abilities: Past, present, and future.” 2005.
[26] H. Gardner, “Multiple intelligences,” New York.-1993, 2010.
[27] R. J. Sternberg, “Toward a triarchic theory of human intelligence,” Behavioral and Brain Sciences, vol. 7, no. 2, pp. 269–287, 1984.
[28] N. Gupta, “A literature survey on artificial intelligence,” International Journal Of Engineering Research & Technology (IJERT) ICPCN, vol. 5, no. 19, 2017.
[29] A. M. Turing and J. Haugeland, “Computing machinery and intelligence,” The Turing Test: Verbal Behavior as the Hallmark of Intelligence, pp. 29–56, 1950.
[30] S. Legg, M. Hutter et al., “A collection of definitions of intelligence,” Frontiers in Artificial Intelligence and applications, vol. 157, p. 17, 2007.
[31] S. Russell, “Rationality and intelligence,” in Foundations of rational agency. Springer, 1999, pp. 11–33.
[32] P. Wang, “On the working definition of intelligence,” Citeseer, Tech. Rep., 1995.
[33] F. Chollet, “On the measure of intelligence,” arXiv preprint arXiv:1911.01547, 2019.
[34] C. Zins, “Conceptual approaches for defining data, information, and knowledge,” Journal of the American society for information science and technology, vol. 58, no. 4, pp. 479–493, 2007.
[35] M. R. Genesereth and N. J. Nilsson, Logical foundations of artificial intelligence. Morgan Kaufmann, 2012.
[36] R. Studer, V. R. Benjamins, and D. Fensel, “Knowledge engineering: principles and methods,” Data & knowledge engineering, vol. 25, no. 1-2, pp. 161–197, 1998.
[37] N. Guarino, D. Oberle, and S. Staab, “What is an ontology?” in Handbook on ontologies. Springer, 2009, pp. 1–17.