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A Generalized Net Model of the Hybrid System for Diagnostics

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Uncertainty and Imprecision in Decision Making and Decision Support: New Challenges, Solutions and Perspectives (IWIFSGN 2018)

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 1081))

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Abstract

A generalized net model, which describes the diagnostic process of diseases using intelligent techniques is constructed in the paper. By analyzing the retrospective physiological, medical, individual-behavioral parameters of the patient we can find correlation to a particular disease, its progression and the likelihood of a response to treatment. The model can be used for monitoring and analysis of the process of assessment.

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References

  1. Atanassov, K.: Generalized Nets. World Scientific, London (1991)

    Book  Google Scholar 

  2. Atanassov, K.: On Generalized Nets Theory. Prof. M. Drinov Academic Publ. House, Sofia (2007)

    MATH  Google Scholar 

  3. Atanassov, K.: Generalized nets as a tool for the modelling of data mining processes. In: Sgurev, V., Yager, R., Kacprzyk, J., Jotsov, V. (eds.) Innovative Issues in Intelligent. Systems Studies in Computational Intelligence, vol. 623, pp. 161–215. Springer, Cham (2016)

    Chapter  Google Scholar 

  4. Atanassov, K., Daskalov, M., Georgiev, P., Kim, S., Kim, Y., Nikolov, N., Shannon, A., Sorsich, J.: Generalized Nets in Neurology. Academic Publishing House “Prof. M. Drinov”, Sofia (1997)

    Google Scholar 

  5. Atanassov, K., Boumbarov, O., Gluhchev, G., Hadjitodorov, S., Shannon, A., Vassilev, V.: A generalized net model of biometric access-control system. In: Proceedings of the 9th WSEAS International Conference on Automatic Control, Modeling & Simulation, Istanbul, Turkey, May 27–29, pp. 78-81 (2007)

    Google Scholar 

  6. Atanassov, K., Gluhchev, G., Hadjitodorov, S., Shannon, A., Vassilev, V.: An example of the aplication of generalized nets in Artificial Intelligence. Compt. Rend. de Comptes Rendus de l’Academie bulgare des Sciences, Tome 56(5), 13–18 (2003)

    MATH  Google Scholar 

  7. Atanassov, K., Sotirova, E., Andonov, V.: Generalized net model of multicriteria decision making procedure using intercriteria analysis. In: Kacprzyk, J., Szmidt, E., Zadrożny, S., Atanassov, K., Krawczak, M. (eds.) Advances in Fuzzy Logic and Technology 2017. Advances in Intelligent Systems and Computing, vol. 641, pp. 99–111. Springer, Cham (2018)

    Chapter  Google Scholar 

  8. Bureva, V., Sotirova, E., Bozov, H.: Generalized net model of biometric identification process. In: Proceedings of the 20th International Symposium on Electrical Apparatus and Technologies (SIELA) (2018). https://doi.org/10.1109/siela.2018.8447104

  9. Bureva, V., Sotirova, E., Popov, S., Mavrov, D., Traneva, V.: Generalized net of cluster analysis process using STING: a statistical information grid approach to spatial data mining. In: International Conference on Flexible Query Answering Systems, Lecture Notes in Computer Science, vol. 10333, pp. 239–248 (2017)

    Google Scholar 

  10. Bureva, V., Yovcheva, P., Sotirov, S.: Generalized net model of fingerprint recognition with intuitionistic fuzzy evaluations. In: Kacprzyk, J., Szmidt, E., Zadrożny, S., Atanassov, K., Krawczak, M. (eds.) Advances in Fuzzy Logic and Technology 2017. Advances in Intelligent Systems and Computing, vol. 641, pp. 286–294. Springer, Cham (2018)

    Chapter  Google Scholar 

  11. Bureva, V., Generalized Net Model of the process of the creating of the associative rules via algorithm Apriori. In: Annual of “Informatics” Section Union of Scientists in Bulgaria, vol. 5, pp. 73–83 (2012)

    Google Scholar 

  12. Bureva, V., Sotirova, E., Chountas, P.: Generalized net of the process of sequential pattern mining by generalized sequential pattern algorithm (GSP). In: Filev, D., et al. (eds.) Intelligent Systems 2014. AISC, vol. 323, pp. 831–838. Springer, Cham (2015)

    Chapter  Google Scholar 

  13. Bureva, V., Sotirova, E., Atanassov, K.: Hierarchical generalized net model of the process of clustering. In: Issues in Intuitionistic Fuzzy Sets and Generalized Nets, vol. 1, 73–80 (2014)

    Google Scholar 

  14. Bureva, V., Popov, S., Sotirova, E., Miteva, B.: Generalized net of the process of hierarchical cluster analysis. Ann. Assen Zlatarov Univ. Burgas Bulgaria XLVI(1), 107–111 (2017)

    Google Scholar 

  15. Gocheva, E., Sotirov, S.: Modelling of the verification by iris scanning by generalized nets. In: Ninth International Workshop on GNs, Sofia, 4 July 2008, pp. 9–13

    Google Scholar 

  16. Dimitrov, D., Roeva, O.: Development of a generalized net for comparison of different models obtained using metaheuristic algorithms. In: Issues in Intuitionistic Fuzzy Sets and Generalized Nets, vol. 13, 109–118 (2017)

    Google Scholar 

  17. Petkov, T., Jovcheva, P., Tomov, Z., Simeonov, S., Sotirov, S.: A generalized net model of the neocognitron neural network. In: International Conference on Flexible Query Answering Systems, Lecture Notes in Computer Science, vol. 10333, pp. 249–259 (2017)

    Google Scholar 

  18. Ribagin, S., Zaharieva, B., Radeva, I., Pencheva, T.: Generalized net model of proximal humeral fractures diagnosing. Int. J. Bioautom. 22(1), 11–20 (2018)

    Article  Google Scholar 

  19. Ribagin, S., Roeva, O., Pencheva, T.: Generalized net model of asymptomatic osteoporosis diagnosing. In: IEEE 8th International Conference on Intelligent Systems (IS), pp. 604–608 (2016)

    Google Scholar 

  20. Roeva, O., Atanassova, V.: Universal generalized net model for description of metaheuristic algorithms: verification with the bat algorithm. In: Kacprzyk, J., et al. (eds.) Advances in Fuzzy Logic and Technology 2017. Advances in Intelligent Systems and Computing, vol. 643, pp. 244–255. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-66827-7_22

    Chapter  Google Scholar 

  21. Shannon, A., Sorsich, J., Atanassov, K.: Generalized Nets in Medicine. Academic Publishing House “Prof. M. Drinov”, Sofia (1996)

    Google Scholar 

  22. Shannon, A., Sorsich, J., Atanassov, K., Nikolov, N., Georgiev, P.: Generalized Nets in General and Internal Medicine, vol. 1. “Prof. M. Drinov” Academic Publishing House, Sofia (1998)

    Google Scholar 

  23. Shannon, A., Sorsich, J., Atanassov, K., Nikolov, N., Georgiev, P.: Generalized Nets in General and Internal Medicine, vol. 2. “Prof. M. Drinov” Academic Publishing House, Sofia (1999)

    Google Scholar 

  24. Shannon, A., Sorsich, J., Atanassov, K., Nikolov, N., Georgiev, P.: Generalized Nets in General and Internal Medicine, vol. 3. “Prof. M. Drinov” Academic Publishing House, Sofia (2000)

    Google Scholar 

  25. Shannon, A., Sorsich, J., Atanassov, K., Radeva, V.: Generalized Net Interpretations of Ivan Dimirtov’s, Informational Theory of Diseases, vol. 2. “Prof. M. Drinov” Academic Publishing House, Sofia (2001)

    Google Scholar 

  26. Sorsich, J., Shannon, A., Atanassov, K.: Generalized Net in Child Neurology, vol. 3. “Prof. M. Drinov” Academic Publishing House, Sofia (2002)

    Google Scholar 

  27. Atanassov, K., Chakarov, V., Shannon, A., Sorsich, J., Georgiev, P.: Generalized Net Models of the Human Body. “Prof. M. Drinov” Academic Publishing House, Sofia (2008)

    Google Scholar 

  28. Shannon, A., Gluhchev, G., Atanassov, K., Hadjitodorov, S., Vassilev, V.: A generalized net model of biometrics-based access permission. Doklady Bolgarskoi Akademiya Nauk. 60(11), 1157–1162 (2007)

    MATH  Google Scholar 

  29. Sotirov, S., Sotirova, E., Shannon, A., Bureva, V., Petkov, T., Popov, S., Bozov, H., Tsolova, D., Georgieva, V.: A generalized net model of the deep learning neural network. In: Advances in Neural Networks and Applications 2018 (ANNA 20 18), 15–17 September, St. Konstantin and Elena Resort, Bulgaria, pp. 1–4 (2018)

    Google Scholar 

  30. Surchev, S., T. Petkov, S. Sotirov: An application of hierarchical method approach of self clustering algorithm using self organizing map neural network. In: Proceedings of the 20th International Symposium on Electrical Apparatus and Technologies (SIELA), pp. 1–4 (2018)

    Google Scholar 

  31. Surchev, S., Petkov, T., Sotirov, S.: Hierarchical method of self clustering algorithm using self organizing map neural network. In: Proceedings of the 20th International Symposium on Electrical Apparatus and Technologies (SIELA), pp. 1–4 (2018)

    Google Scholar 

  32. Yovcheva, P., Petkov, T., Sotirov, S.: A generalized net model of the deep learning algorithm. In: Advances in Neural Networks and Applications 2018 (ANNA’18), 15–17 September, St. Konstantin and Elena Resort, Bulgaria, pp. 1–5 (2018)

    Google Scholar 

  33. Zoteva, D., Roeva, O., Atanasssova, V.: Generalized net model of artificial bee colony optimization algorithm with intuitionistic fuzzy parameter adaptation. In: Notes on Intuitionistic Fuzzy Sets, vol. 24, no. 3, pp. 92–104 (2018)

    Google Scholar 

  34. Zoteva, D., Atanasssova, V., Roeva, O., Szmidt, E.: Generalized net model of artificial bee colony optimization algorithm. In: Advances in Neural Networks and Applications 2018 (ANNA 2018), 15–17 September, St. Konstantin and Elena Resort, Bulgaria, pp. 1–6 (2018)

    Google Scholar 

  35. Zoteva, D., Krawczak, M.: Generalized nets as a tool for the modelling of data mining processes. In: A Survey, Issues in Intuitionistic Fuzzy Sets and Generalized Nets, vol. 13, pp. 1–60 (2017)

    Google Scholar 

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Acknowledgements

This paper is supported by the National Scientific Program “Information and Communication Technologies for a Single Digital Market in Science, Education and Security (ICTinSES)”, funded by the Ministry of Education and Science of Bulgaria.

Author information

Authors and Affiliations

  1. Faculty of Public Health and Health Care, Prof. Asen Zlatarov University, 8010, Burgas, Bulgaria

    Evdokia Sotirova, Hristo Bozov, Valentin Stoyanov & Ilia Popov

  2. Department of Anesthesiology, Military Medical Academy, Sofia, Bulgaria

    Hristo Bozov

  3. Trakian University, Stara Zagora, Bulgaria

    Valentin Stoyanov

Authors
  1. Evdokia Sotirova
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  2. Hristo Bozov
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  3. Valentin Stoyanov
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  4. Ilia Popov
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Corresponding author

Correspondence to Evdokia Sotirova .

Editor information

Editors and Affiliations

  1. Department of Bioinformatics and Mathematical Modelling, Bulgarian Academy of Sciences, Institute of Biophysics and Biomedical Engineering, Sofia, Bulgaria

    Krassimir T. Atanassov

  2. Department of Bioinformatics and Mathematical Modelling, Bulgarian Academy of Sciences, Institute of Biophysics and Biomedical Engineering, Sofia, Bulgaria

    Vassia Atanassova

  3. Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland

    Janusz Kacprzyk

  4. Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland

    Andrzej Kaluszko

  5. WIT- Warsaw School of Information Technology, Warsaw, Poland

    Maciej Krawczak

  6. Polish Acadamy of Sciences, Systems Research Institute, Warsaw, Poland

    Jan W. Owsinski

  7. Intelligent Systems Laboratory, Faculty of Technical Sciences, Bourgas, Bulgaria

    Sotir Sotirov

  8. Intelligent Systems Laboratory, Prof. Assen Zlatarov University, Burgas, Bulgaria

    Evdokia Sotirova

  9. Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland

    Eulalia Szmidt

  10. Polish Academy of Sciences, Systems Research Institute, Warszawa, Poland

    Slawomir Zadrozny

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Sotirova, E., Bozov, H., Stoyanov, V., Popov, I. (2021). A Generalized Net Model of the Hybrid System for Diagnostics. In: Atanassov, K., et al. Uncertainty and Imprecision in Decision Making and Decision Support: New Challenges, Solutions and Perspectives. IWIFSGN 2018. Advances in Intelligent Systems and Computing, vol 1081. Springer, Cham. https://doi.org/10.1007/978-3-030-47024-1_15

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