Abstract
Understanding the nature of interactions is regarded as one of the biggest challenges in projects related to complex adaptive systems. We discuss foundations for interactive computations in Interactive Intelligent Systems (IIS), developed in the Wistech program and used for behavior modeling of complex systems. We emphasize the key role of risk management in problem solving by IIS. The considerations are supported by real-life projects concerning, e.g., medical diagnosis and therapy support, control of an unmanned helicopter, algorithmic trading or fire commander decision support.
Chapter PDF
Similar content being viewed by others
Keywords
References
ISO 31000 standard, http://webstore.ansi.org/
Bazan, J.: Hierarchical classifiers for complex spatio-temporal concepts. In: Peters, J.F., Skowron, A., Rybiński, H. (eds.) Transactions on Rough Sets IX. LNCS, vol. 5390, pp. 474–750. Springer, Heidelberg (2008)
Einstein, A.: Geometrie und Erfahrung (Geometry and Experience). Julius Springer, Berlin (1921)
Goldin, D., Smolka, S., Wegner, P. (eds.): Interactive Computation: The New Paradigm. Springer (2006)
Heller, M.: The Ontology of Physical Objects. Four Dimensional Hunks of Matter. Cambridge Studies in Philosophy. Cambridge University Press (1990)
Jankowski, A., Skowron, A.: A WisTech paradigm for intelligent systems. In: Peters, J.F., Skowron, A., Düntsch, I., Grzymała-Busse, J.W., Orłowska, E., Polkowski, L. (eds.) Transactions on Rough Sets VI. LNCS, vol. 4374, pp. 94–132. Springer, Heidelberg (2007)
Jankowski, A., Skowron, A.: Wisdom technology: A rough-granular approach. In: Marciniak, M., Mykowiecka, A. (eds.) Bolc Festschrift. LNCS, vol. 5070, pp. 3–41. Springer, Heidelberg (2009)
Jankowski, A., Skowron, A.: Practical Issues of Complex Systems Engineering: Wisdom Technology Approach. Springer, Heidelberg (2014) (in preparation)
Kahneman, D.: Maps of bounded rationality: Psychology for behavioral economics. The American Economic Review 93, 1449–1475 (2002)
Omicini, A., Ricci, A., Viroli, M.: The multidisciplinary patterns of interaction from sciences to computer science. In: Goldin, et al. (eds.) [14], pp. 395–414
Pawlak, Z.: Rough sets. International Journal of Computer and Information Sciences 11, 341–356 (1982)
Pawlak, Z.: Rough Sets: Theoretical Aspects of Reasoning about Data, System Theory, Knowledge Engineering and Problem Solving, vol. 9. Kluwer Academic Publishers, Dordrecht (1991)
Pawlak, Z., Skowron, A.: Rudiments of rough sets. Information Sciences 177(1), 3–27 (2007)
Pearl, J.: Heuristics: Intelligent Search Strategies for Computer Problem Solving. The Addison Wesley, Moston (1984)
Pearl, J.: Causal inference in statistics: An overview. Statistics Surveys 3, 96–146 (2009)
Pedrycz, W., Skowron, S., Kreinovich, V. (eds.): Handbook of Granular Computing. John Wiley & Sons, Hoboken (2008)
Shevchenko, P. (ed.): Modelling Operational Risk Using Bayesian Inference. Springer (2011)
Skowron, A., Jankowski, A., Wasilewski, P.: Risk management and interactive computational systems. Journal of Advanced Mathematics and Applications 1, 61–73 (2012)
Skowron, A., Stepaniuk, J., Swiniarski, R.: Modeling rough granular computing based on approximation spaces. Information Sciences 184, 20–43 (2012)
Skowron, A., Wasilewski, P.: Information systems in modeling interactive computations on granules. Theoretical Computer Science 412(42), 5939–5959 (2011)
Skowron, A., Wasilewski, P.: Interactive information systems: Toward perception based computing. Theoretical Computer Science 454, 240–260 (2012)
Slovik, P., Cournède.: Macroeconomic Impact of Basel III, Working Papers, vol. 844. OECD Economics Publishing, OECD Economics Department (2011), http://www.oecd.org/eco/Workingpapers
Stepaniuk, J.: Rough-Granular Computing in Knowledge Discovery and Data Mining. SCI, vol. 152. Springer, Heidelberg (2008)
Vapnik, V.: Statistical Learning Theory. John Wiley & Sons, New York (1998)
Zadeh, L.A.: Fuzzy sets and information granularity. In: Advances in Fuzzy Set Theory and Applications, pp. 3–18. North-Holland, Amsterdam (1979)
Zadeh, L.A.: From computing with numbers to computing with words – from manipulation of measurements to manipulation of perceptions. IEEE Transactions on Circuits and Systems 45, 105–119 (1999)
Zadeh, L.A.: A new direction in AI: Toward a computational theory of perceptions. AI Magazine 22(1), 73–84 (2001)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Jankowski, A., Skowron, A., Swiniarski, R. (2013). Interactive Computations: Toward Risk Management in Interactive Intelligent Systems. In: Maji, P., Ghosh, A., Murty, M.N., Ghosh, K., Pal, S.K. (eds) Pattern Recognition and Machine Intelligence. PReMI 2013. Lecture Notes in Computer Science, vol 8251. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-45062-4_1
Download citation
DOI: https://doi.org/10.1007/978-3-642-45062-4_1
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-45061-7
Online ISBN: 978-3-642-45062-4
eBook Packages: Computer ScienceComputer Science (R0)