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2018 | OriginalPaper | Buchkapitel

From Deep Learning to Deep University: Cognitive Development of Intelligent Systems

verfasst von : Mariia Golovianko, Svitlana Gryshko, Vagan Terziyan

Erschienen in: Semantic Keyword-Based Search on Structured Data Sources

Verlag: Springer International Publishing

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Abstract

Search is not only an instrument to find intended information. Ability to search is a basic cognitive skill helping people to explore the world. It is largely based on personal intuition and creativity. However, due to the emerged big data challenge, people require new forms of training to develop or improve this ability. Current developments within Cognitive Computing and Deep Learning enable artificial systems to learn and gain human-like cognitive abilities. This means that the skill how to search efficiently and creatively within huge data spaces becomes one of the most important ones for the cognitive systems aiming at autonomy. This skill cannot be pre-programmed, it requires learning. We offer to use the collective search expertise to train creative association-driven navigation across heterogeneous information spaces. We argue that artificial cognitive systems, as well as humans, need special environments, like universities, to train skills of autonomy and creativity.

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Literatur
1.
Zurück zum Zitat Kelly, J., Hamm, S.: Smart Machines: IBM’s Watson and the Era of Cognitive Computing. Columbia University Press, New York (2013)CrossRef Kelly, J., Hamm, S.: Smart Machines: IBM’s Watson and the Era of Cognitive Computing. Columbia University Press, New York (2013)CrossRef
2.
Zurück zum Zitat LeCun, Y., Bengio, Y., Hinton, G.: Deep learning. Nature 521(7553), 436–444 (2015)CrossRef LeCun, Y., Bengio, Y., Hinton, G.: Deep learning. Nature 521(7553), 436–444 (2015)CrossRef
3.
Zurück zum Zitat Varshney, L.R., Pinel, F., Varshney, K.R., Schörgendorfer, A., Chee, Y.M.: Cognition as a part of computational creativity. In: 2013 12th IEEE International Conference on Cognitive Informatics and Cognitive Computing (ICCI* CC), pp. 36–43. IEEE, July 2013 Varshney, L.R., Pinel, F., Varshney, K.R., Schörgendorfer, A., Chee, Y.M.: Cognition as a part of computational creativity. In: 2013 12th IEEE International Conference on Cognitive Informatics and Cognitive Computing (ICCI* CC), pp. 36–43. IEEE, July 2013
4.
Zurück zum Zitat Jordanous, A.: Four PPPPerspectives on computational creativity in theory and in practice. Connection Sci. 28(2), 194–216 (2016)CrossRef Jordanous, A.: Four PPPPerspectives on computational creativity in theory and in practice. Connection Sci. 28(2), 194–216 (2016)CrossRef
5.
Zurück zum Zitat Colton, S., Wiggins, G.A.: Computational creativity: the final frontier? In: Proceedings of the 20th European Conference on Artificial Intelligence, pp. 21–26. IOS Press, August 2012 Colton, S., Wiggins, G.A.: Computational creativity: the final frontier? In: Proceedings of the 20th European Conference on Artificial Intelligence, pp. 21–26. IOS Press, August 2012
6.
Zurück zum Zitat Pease, A., Colton, S.: On impact and evaluation in computational creativity: a discussion of the Turing test and an alternative proposal. In: Proceedings of the AISB Symposium on AI and Philosophy, April 2011 Pease, A., Colton, S.: On impact and evaluation in computational creativity: a discussion of the Turing test and an alternative proposal. In: Proceedings of the AISB Symposium on AI and Philosophy, April 2011
7.
Zurück zum Zitat Marchionini, G.: Exploratory search: from finding to understanding. Commun. ACM 49(4), 41–46 (2006)CrossRef Marchionini, G.: Exploratory search: from finding to understanding. Commun. ACM 49(4), 41–46 (2006)CrossRef
9.
Zurück zum Zitat Newell, A.: Unified Theories of Cognition. Harvard University Press, Cambridge (1994) Newell, A.: Unified Theories of Cognition. Harvard University Press, Cambridge (1994)
10.
Zurück zum Zitat Anderson, L.W., Krathwohl, D.R., Airasian, P., Cruikshank, K., Mayer, R., Pintrich, P., Wittrock, M.: A Taxonomy for Learning, Teaching and Assessing: A Revision of Bloom’s Taxonomy. Longman Publishing, New York (2001). Artz, A.F., Armour-Thomas, E.: Development of a cognitive-metacognitive framework for protocol analysis of mathematical problem solving in small groups. Cogn. Instr. 9(2), 137–175 (1992) Anderson, L.W., Krathwohl, D.R., Airasian, P., Cruikshank, K., Mayer, R., Pintrich, P., Wittrock, M.: A Taxonomy for Learning, Teaching and Assessing: A Revision of Bloom’s Taxonomy. Longman Publishing, New York (2001). Artz, A.F., Armour-Thomas, E.: Development of a cognitive-metacognitive framework for protocol analysis of mathematical problem solving in small groups. Cogn. Instr. 9(2), 137–175 (1992)
11.
Zurück zum Zitat Webb, N.L.: Depth-of-knowledge levels for four content areas. Language Arts (2002) Webb, N.L.: Depth-of-knowledge levels for four content areas. Language Arts (2002)
13.
Zurück zum Zitat Lovitskii, V.A., Terziyan, V.: Words’ coding in TB-structure. Problemy Bioniki 26, 60–68 (1981). (In Russian) Lovitskii, V.A., Terziyan, V.: Words’ coding in TB-structure. Problemy Bioniki 26, 60–68 (1981). (In Russian)
Metadaten
Titel
From Deep Learning to Deep University: Cognitive Development of Intelligent Systems
verfasst von
Mariia Golovianko
Svitlana Gryshko
Vagan Terziyan
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-74497-1_8

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