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Issue:Generalized Nets as a Tool for the Modelling of Data Mining Processes. A Survey

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Title of paper: Generalized Nets as a Tool for the Modelling of Data Mining Processes. A Survey
Author(s):
Dafina Zoteva
Dept. of Bioinformatics and Mathematical Modelling, Institute of Biophysics and Biomedical Engineering, Bulgarian Academy of Sciences, 105 Acad. G. Bonchev Str., Sofia–1113, Bulgaria
dafy.zoteva@gmail.com
Maciej Krawczak
Systems Research lnstitute, Polish Academy of Sciences, ul. Newelska 6, OL-447 Warsaw, Poland
Wyzsza Szkola Informatyki Stosowanej i Zarzadzania, Warsaw, Poland
krawczak@ibspan.waw.pl
Published in: "Issues in IFSs and GNs", Volume 13 (2017), pages 1-60
Download:  PDF (209  Kb, Info)
Abstract: Planned as an extension and continuation of the first review of the applications of generalized nets (GNs) in data mining (DM), the present paper discusses the results in the field of modelling and optimization of DM processes using GNs. It has been made an attempt to classify them with respect to the DM techniques (neural networks, genetic algorithms, etc.) and the tools used, as well as on the basis of the different areas of DM application (education, medicine, genetics, etc).
Keywords: Generalized Nets, Data Mining.
References:
  1. Aladjov H., Generalized Net for Artificial Neural Networks Learning. Proceedings of the International Symposium “Bioprocess Systems’2000”, Sofia, 11-13 September 2000, IV.9–IV.12.
  2. Aladjov H., Intuitionistic Fuzzy Generalized Net Model Describing the Process of Training Intuitionistic Fuzzy Generalized Net Models. Proceedings of 4th International Conference on Flexible Query Answering Systems, FQAS’2000, 25–28 October 2000, Warsaw.
  3. Aladjov H., K. Atanassov, A Generalized Net for Genetic Algorithms Learning. Proceedings of the 30th Spring Conference the Union of Bulgarian Mathematicians, 2001.
  4. Aladjov H., K. Atanassov, A. Shannon, Generalized Net Model of Temporal Learning Algorithm for Artificial Neural Networks. Proceedings of 2002 First International IEEE Symposium Intelligent Systems, Vol. 1, 190–193.
  5. Aladjov H., K. Atanassov, S. -K. Kim, Ok -B. Chang, Y. -S. Kim, Generalized Net-based Machine Learning Model of an Intuitionistic Fuzzy Abstract System. Proceedings of the 1999 IEEE International Fuzzy Systems Conf., Seoul, Aug. 22–25, 1999, Vol. II, 645–649.
  6. Andonov V., K. Atanassov, Generalized Nets with Characteristics of the Places. Comptes rendus de l’Academie Bulgare des Sciences, 66, 2013, No 12, 1673–1680.
  7. Andonov V., K. Atanassov, A. Shannon, E. Sotirova, E. Velizarova, Generalized Net Model of the Process of Wildfire Extinguishing by a Fire Service. Proceedings of the 15th International Workshop on Generalized Nets, 16 October 2014, 23–28.
  8. Andonov V., S. Ribagin, Generalized Net Model for the Diagnosis of Asymptomatic Osteoporosis. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 12, 2016.
  9. Antonov A., Presentation of Neuron by Generalized Net. Issues in the Representation and Processing of Uncertain Imprecise Information: Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets, and Related topics, In: Akademicka OficynaWydawnictwo EXIT,Warsaw, 2005, 1–10.
  10. Atanassov K., Generalized Index Matrices. Comptes rendus de l’Academie Bulgare des Sciences, Vol. 40, 1987, No. 11, 15–18.
  11. Atanassov K., A Generalized Net, Representing the Travelling Salesman Problem. AMSE Review, Vol. 14, No. 4, 1990, 61–64.
  12. Atanassov K., Temporal Intuitionistic Fuzzy Sets. Comptes Rendus de l’Academie Bulgare des Sciences, Tome 44, 1991, No. 7, 5–7.
  13. Atanassov K., Generalized Nets and Extensions of the Travelling Salesman Problem. AMSE Review, Vol. 21, No. 2, 1992, 16–26.
  14. Atanassov K., Generalized Nets and Some Travelling Salesman Problems, Applications of Generalized Nets (K. Atanassov, Ed.), World Scientific Publ. Co., Singapore, 1993, 68–81.
  15. Atanassov K., Generalized Nets and Expert Systems VII. Advances in Modelling & Analysis, A, AMSE Press, Vol. 21, No. 2, 1994, 15–22.
  16. Atanassov K., Generalized Nets and Systems Theory. “Prof. M. Drinov”, Academic Publishing House, Sofia, 1997.
  17. Atanassov K., Generalized Nets in Artificial Intelligence. Vol. 1: Generalized nets and Expert Systems. “Prof. M. Drinov”, Academic Publishing House, Sofia, 1998.
  18. Atanassov K., Generalized Net Models of Special Abstract Processes. Proceedings of the Conference “Bioprocess systems’2000”, 11–13 September, 2000, Sofia, I.4–I.10.
  19. Atanassov K., Generalized Net Aspects of Systems Theory. Advanced Studies in Contemporary Mathematics, Vol. 4, 2001, No. 1, 73–92.
  20. Atanassov K., Generalized Nets Models in Systems Theory. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 4 (K. Atanassov, J. Kacprzyk, M. Krawczak and E.Szmidt, Eds.), Wydawnictwo WSISiZ, Warszawa, 2007, 35–42.
  21. Atanassov K., On Generalized Nets Theory, “Prof. M. Drinov”, Academic Publishing House, Sofia, 2007.
  22. Atanassov K., Generalized Nets as Tools for Modelling of Intelligent Systems. Proceedings of the 9th InternationalWorkshop on Generalized Nets (K, Atanassov, A. Shannon, Eds.), Sofia, 4 July 2008, Vol. 1, 1–8.
  23. Atanassov K., On Intuitionistic Fuzzy Sets Theory. Springer, Berlin, 2012.
  24. Atanassov K., Index Matrices: Towards an Augmented Matrix Calculus. Springer, Cham, 2014.
  25. Atanassov K., Generalized Nets as a Tool for the Modelling of Data Mining Processes. Innovative Issues in Intelligent Systems (V. Sgurev, R. Yager, J. Kacprzyk, V. Jotsov, Eds.), Cham, Springer, 2016, 161–215.
  26. Atanassov K., H. Aladjov, A Generalized Net Describing Learning of a Generalized Net. 6th Scientific Session of “Mathematical Foundations of Artificial Intelligence” Seminar, Sofia, 10 June 1998, 26–31.
  27. Atanassov K., H. Aladjov, Generalized Nets in Artificial Intelligence. Vol. 2: Generalized Nets and Machine Learning. “Prof. M. Drinov”. Academic Publishing House, Sofia, 2000.
  28. Atanassov K., H. Aladjov, A Generalized Net for Machine Learning of the Process of Mathematical Problems Solving (On an example with a Smarandache problem). Smarandache Notions Journal, Vol. 12, No. 1–2–3, Spring 2001, 338–343.
  29. Atanassov K., L. Atanassova, E. Dimitrov, G. Gargov, I. Kazalarski, M. Marinov, S. Petkov, Generalized Nets and Expert Systems. Methods of Operations Research, Vol. 59, Proceeding of the 12-th Symposium on Operations Research of the Gesellschaft fur Mathematik, Okonomie und Operations Research, 1987, Passau, Frankfurt a.M: Athenaeum, 1989, 301–310.
  30. Atanassov K., L. Atanassova, E. Dimitrov, G. Gargov, I. Kazalarski, M. Marinov, S. Petkov, Generalized Nets and Expert Systems II. Proceedings of International Conference “Networks Information Processing Systems”, Sofia, May, 1988, Vol. 2, 54–67.
  31. Atanassov K., L. Atanassova, E. Dimitrov, G. Gargov, I. Kazalarski, M. Marinov, S. Petkov, Generalized Nets and Expert Systems IV. Proceedings of the 19th Spring Conference of the Union of Bulg. Math., Sunny Beach, April 1990, 155–161.
  32. Atanassov K., L. Atanassova, E. Dimitrov, G. Gargov, I. Kazalarski, M. Marinov, S. Petkov, M. Stefanova-Pavlova, Generalized Nets and Expert systems III. Methods of Operations Research, Vol. 63. Proceedings of the 14-th Symposium on Operations Research, Ulm, September 1989, 417–423.
  33. Atanassov K., H. Aladjov. Generalized Nets Model of a New Type of Expert Systems. Advanced Studies in Contemporary Mathematics, Vol. 3, 2001, No. 1, 43–58.
  34. Atanassov K., O. Boumbarov, G. Gluhchev, S. Hadjitodorov, A. Shannon, V. Vassilev, A Generalized Net Model of Biometric Access–control System. Proc. of the 9th WSEAS Int. Conf. on Automatic Control, Modeling & Simulation, Istanbul, 27–29 May 2007, 77–80.
  35. Atanassov K., P. Chountas, B. Kolev, E. Sotirova, Generalized Net Model of an Expert System with Temporal Components. Advanced Studies on Contemporary Mathematics, Vol. 12, 2006, No. 2, 255–289.
  36. Atanassov K., P. Chountas, B. Kolev, E. Sotirova, Generalized Net Model of a Self–Developing Expert System. Proceedings of the Tenth International Conference on Intuitionistic Fuzzy Sets (K. Atanassov and J. Kacprzyk, Eds), Sofia, 28–29 October 2006, In:- Notes on Intuitionistic Fuzzy Sets, Vol. 12, 2006, No. 3, 35–40.
  37. Atanassov K., M. Daskalov, P. Georgiev, S. Kim, Y. Kim, N. Nikolov, A. Shannon, J. Sorsich, Generalized Nets in Neurology. “Prof. M. Drinov”. Academic Publishing House, Sofia, 1997.
  38. Atanassov K., E. Dincheva, D. Matev, M. Stefanova-Pavlova, Generalized Net Representation of Flexible Manufacturing Systems. Methods of Operations Research, Vol. 63, Proceedings of the 14-th Symposium on Operations Research, Ulm, Sept. 1989, 521–528.
  39. Atanassov K., P. Georgiev, Generalized Nets and Expert Systems VI. Advances in Modelling & Analysis, A, AMSE Press, Vol. 21, No. 2, 1994, 1–14.
  40. Atanassov K., P. Georgiev, Generalized Nets and Expert Systems VIII. Advances in Modelling & Analysis, A, AMSE Press, Vol. 25, 1995, No. 3, 53–64.
  41. Atanassov K., P. Georgiev, M. Tetev, Generalized Nets and Expert Systems V. Applications of generalized nets (K. Atanassov, Ed.), World Scientific Publ. Co., Singapore, 1993, 96–105.
  42. Atanassov K., G. Gluhchev, S. Hadjitodorov, J. Kacprzyk, A. Shannon, E. Szmidt, V. Vassilev. Generalized Nets Decision Making and Pattern Recognition Warsaw School of Information Technology, Warszawa, 2006.
  43. Atanassov K., G. Gluhchev, S. Hadjitodorov, M. Savov, E. Szmidt, Signature Based Person Verification: A Generalized Net Model. Current Issues in Data and Knowledge Engineering (B. de Baets, R. De Caluwe, G. De Tre, J. Fodor, J. Kacprzyk and S. Zadrozny, Eds.), Academicka Oficyna Wydawnicza EXIT, Warszawa, 2004, 33–41.
  44. Atanassov K., G. Gluhchev, S. Hadjitodorov, A. Shannon, V. Vasilev, Application of Generalized Nets in Biometrics. Comptes Rendus de l’Academie Bulgare des Sciences, Tome 56, 2003, No. 5, 13–18.
  45. Atanassov K., G. Gluhchev, S. Hadjitodorov, A. Shannon, V. Vassilev. Generalized Nets and Pattern Recognition. KvB Visual Concepts Pty Ltd, Monograph No. 6, Sydney, 2003.
  46. Atanassov K., G. Gluhchev, S. Hadjitodorov, A. Shannon, V. Vasilev, Generalized Nets in Image Processing and Pattern Recognition. Proceedings of the Sixth Int. Workshop on Generalized Nets, Sofia, 17 December 2005, 47–60.
  47. Atanassov K., M. Hadjyisky, J. Kazprzyk, V. Radeva, E. Szmidt, Generalized Nets and Systems Theory. IX. Proc. of the Second Int. Workshop on Generalized Nets, Sofia, 26 – 27 June 2001, 62–72.
  48. Atanassov K., M. Krawczak, S. Sotirov, Generalized Net Model for Parallel Optimization of Feed-forward Neural Network with Variable Learning Rate Backpropagation Algorithm. Proceedings of the 4-th International IEEE Conf. Intelligent Systems, Varna, 6–8 Sept. 2008, Vol. 2, 16-16 – 16-19.
  49. Atanassov K., D. Mavrov, V. Atanassova, Intercriteria Decision Making: A New Approach for Multicriteria Decision Making, Based on Index Matrices and Intuitionistic Fuzzy Sets. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 11, 2014, 1–8, ISBN: 978-83-61551-10-2.
  50. Atanassov K., D. Peneva, V. Tasseva, E. Sotirova, D. Orozova, Generalized Net Model of an Expert System with Frame-type Data Bases with Intuitionistic Fuzzy Estimations. First Int. workshop on Intuitionistic Fuzzy Sets, Generalized Nets and Knowledge Engineering, London, 6–7 Sept. 2006, 111–116.
  51. Atanassov K., A. Kacprzyk, E. Sotirova, A Novel Generalized Net Model of the Executive Compensation Design. Journal of Automation, Mobile Robotics & Intelligent Systems, Vol. 8, No. 3, 2014, 29–39.
  52. Atanassov K., D. Orozova, E. Sotirova, P. Chountas, V. Tasseva, Generalized Net Model of Expert System Validity Testing Process. Proceedings of the international conference of BFU, 2007, 165–173.
  53. Atanassov K., D. Orozova, E. Sotirova, Generalized Net Model of an Intuitionistic Fuzzy Expert System with Frame-type Data Bases and Different Forms of Hypotheses Estimations. Annual of Burgas Free University, Vol. XXIII, 2010, 257–262.
  54. Atanassov K., V. Radeva, On the Abstract Systems with Properties. Advanced Studies in Contemporary Mathematics, Vol. 4, 2001, No. 1, 55–71.
  55. Atanassov K., S. Sotirov, Optimization of a Neural Network of Self-Organizing Maps Type with Time–Limits by a Generalized Net. Advanced Studies on Contemporary Mathematics 13(2), 2006, 213–220.
  56. Atanassov K., S. Sotirov, A. Antonov, Generalized Net Model for Parallel Optimization of Feed-forward Neural Network. Advanced Studies on Contemporary Mathematics, Vol. 15, 2007, No. 1, 109–119.
  57. Atanassov K., S. Sotirov, M. Krawszak, Generalized Net Model of the Intuitionistic Fuzzy Feed Forward Neural Network. 13th International Conference on Intuitionistic Fuzzy Sets, Sofia, 9–10 May 2009, NIFS, Vol. 15 (2), 18–23.
  58. Atanassov K., S. Sotirov, A. Shannon, Generalized Net Model of the Hierarchical Neural Networks. In: Proceedings of the 13th International Workshop on Generalized Nets, London, UK, 29 October 2012, 8–14.
  59. Atanassov K., E. Sotirova, V. Andonov, Generalized Net Model of Multicriteria Decision Making Procedure Using Intercriteria Analysis. Advances in Fuzzy Logic and Technology 2017, Advances in Intelligent Systems and Computing, Vol. 643, 2017, 99–111.
  60. Atanassov K., E. Sotirova, D. Orozova, Generalized Net Model of an Expert System with Frame-type Data Bases. Proceedings of the Jangjeon Mathematical Society, Vol. 9, 2006, No. 1, 91–101.
  61. Atanassova V., K. Atanassov, Ant Colony Optimization Approach to Tokens’ Movement within Generalized Nets. In: Numerical Methods and Applications. Lecture Notes in Computer Science. No 6046, Germany, Springer, 2011, 240–247, ISSN 0302-9743.
  62. Atanassova V., S. Fidanova, P. Chountas, K. Atanassov, A Generalized Net with an ACO Algorithm Optimization Component. In: Large Scale Scientific Computing. Lecture Notes in Computer Science. No 7116, Germany, Springer, 2012, 187–194, ISSN 0302-9743.
  63. Atanassova V., S. Fidanova, I. Popchev, P. Chountas, Generalized Nets, ACO-algorithms and Genetic Algorithm. Monte Carlo Methods and Applications, Edited by Sabelfeld, Karl K. / Dimov, Ivan, Chapter 5, ISBN: 9783110293586, De Gruyter, Berlin, Germany, 2012, 39–46.
  64. Atanassova V., E. Marinov, E. Velizarova, E. Sotirova, K. Atanassov, Clearcutting as a Forest Fire Prevention Measure. A Generalized Net Model. 14th Int. Workshop on Generalized Nets, Burgas, 29 November 2013, 11–16.
  65. Boyadzieva D., G. Gluhchev, A GN Model for On-line Signature Verification. 14th Int. Workshop on Generalized Nets, Burgas, 29–30 November 2013, 65–70.
  66. Bureva V., Generalized Model of the Process of the Creating the Association Rules Using Apriori Algorithm. Annual of “Informatics” Section Union of Scientists in Bulgaria, Vo. 5, 2012, 73–83 (in Bulgarian).
  67. Bureva V., Generalized Net of the Process of Association Rules Mining by Frequent Pattern-Growth Method. Annual of Informatics, Section Union of Scientists in Bulgaria, Vol. 6, 2013, 46–53 (in Bulgarian).
  68. Bureva V., P. Chountas, K. Atanassov, A Generalized Net Model of the Process of Decision Tree Construction. 13th Int. Workshop on Generalized Nets, London, 29 October 2012, 1–7.
  69. Bureva V., M. Puleva, E. Sotirova, Generalized Net of the Process of Support Vector Machines Classifier Construction. Annual of “Informatics” Section Union of Scientists in Bulgaria, Volume 7, 2014, 28–40.
  70. Bureva V., S. Popov, E. Sotirova, K. Atanassov, Generalized Net of MapReduce Computational Model. Fifteenth International Workshop on Intuitionistic Fuzzy Sets and Generalized Nets, Warsaw, Poland, October 12–14, 2016.
  71. Bureva V., E. Sotirova, Generalized Net of the Process of Association Rules Discovery by Eclat Algorithm Using Weather Databases. 14th International Workshop on Generalized Nets, Burgas, 29–30 November 2013, 1–10.
  72. Bureva V., E. Sotirova, K. Atanassov, Hierarchical Generalized Net Model of the Process of Clustering. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Volume 11, 2014, 73–80.
  73. Bureva V., E. Sotirova, K. Atanassov, Hierarchical Generalized Net Model of the Process of Selecting a Method for Clustering. Proceedings of the 15th International Workshop on Generalized Nets, 2014, 39–48.
  74. Bureva V., Sotirova E., Chountas P, Generalized Net of the Process of Sequential Pattern Mining by Generalized Sequential Pattern Algorithm (GSP). Intelligent Systems’2014, Advances in Intelligent Systems and Computing (D. Filev et al., Eds), Vol. 323, Springer, Cham.
  75. Bureva V., E. Sotirova, S. Popov, D. Mavrov, V. Traneva, Generalized Net of Cluster Analysis Process Using STING: A Statistical Information Grid Approach to Spatial Data Mining. Flexible Query Answering Systems, 2017, 239–248.
  76. Bureva V., V. Traneva, E. Sotirova, K. Atanassov, Index Matrices and OLAP-cube. Part 2: An Presentation of the OLAP-analysis by Index Matrices. Advanced Studies in Contemporary Mathematics, Vol. 27, 2017, No. 4, 647–672.
  77. Bureva V., Yovcheva P., Sotirov S. Generalized Net Model of Fingerprint Recognition with Intuitionistic Fuzzy Evaluations. In: Kacprzyk J., Szmidt E., Zadrozny S., Atanassov K., Krawczak M. (eds) Advances in Fuzzy Logic and Technology 2017. IWIFSGN 2017, EUSFLAT 2017. Advances in Intelligent Systems and Computing, vol 641. Springer, Cham, 2018, 286–294.
  78. Chountas P., Atanassov, K., Sotirova, E., Bureva, V., Generalized Net Model of an Expert System Dealing with Temporal Hypothesis. Flexible Query Answering Systems 2015, Advances in Intelligent Systems and Computing, Vol. 400, 2016, 473–481.
  79. Chountas P., K. Atanassov, V. Tasseva, B. Kolev, Generalized Net Model for Querying Operators over Multiple Intuitionistic Fuzzy Cubes. Developments in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics, Vol. 2, 2008, 21–30.
  80. Chountas P., B. Kolev, E. Rogova, V. Tasseva, K. Atanassov, Generalized Nets in Artificial Intelligence. Vol. 4: Generalized Nets, Uncertain Data and Knowledge Engineering. “Prof. M. Drinov” Academic Publishing House, Sofia, 2007.
  81. Chountas P., B. Kolev, V. Tasseva, K. Atanassov, Generalized Net Model for Binary Operations over Intuitionistic Fuzzy OLAP Cubes. Proceedings of the Eighth Int. Workshop on Generalized Nets, Sofia, 26 June 2007, 66–72.
  82. Chountas P., I. Petrounias, K. Atanassov, Conflicting Situations in Flexible Systems. Proceedings of the Fifth International Conference on Intuitionistic Fuzzy Sets (J. Kacprzyk, K. Atanassov, Eds.), Vol. 2; Notes on Intuitionistic Fuzzy Sets, Vol. 7 (2001), No. 4, 49–57.
  83. Chountas P., V. Tasseva, B. Kolev, K. Atanassov, Generalized Net Models Representing Data Warehouse Operations. Annual of ”Informatics” Section Union of Scientists in Bulgaria, Vol. 1, 2008, 82–92.
  84. Chountas P., V. Tasseva, B. Kolev, K. Atanassov, Generalized Net Model of Selection Operation over Intuitionistic Fuzzy Cube. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 6, 2008, 86–95.
  85. Christov R., K. Atanassov, Generalized Nets and Labyrinths, in Applications of Generalized Nets, (K. Atanassov, Ed.),World Scientific Publ. Co., Singapore, 1993, 82–84.
  86. https://www.the-modeling-agency.com/crisp-dm.pdf, 2017–11–25.
  87. Dimitrakiev D., S. Sotirov, E. Sotirova, D. Orozova, A. Shannon, Hr. Panayotov, Generalized Net Model of Process of the Administration Servicing in a Digital University. Generalized Nets and Related Topics. Foundations, Vol. II, System Research Institute, Polish Academy of Sciences, Warsaw, 2008, 57–62.
  88. Dimitrov D., O. Roeva, Comparison of Different Mathematical Models of an E. coli Fed-batch Cultivation Process Using Generalized Net Model. 13th International Workshop on Generalized Nets, 29 October 2012, London, UK, 15–23.
  89. Dimitrov D., O. Roeva, Development of Generalized Net for Testing of Different Mathematical Models of E. coli Cultivation Process. Advances in Intelligent Systems and Computing (Intelligent Systems’2014) (P. Angelov, K. T. Atanassov, L. Doukovska, M. Hadjiski, V. Jotsov, J. Kacprzyk, N. Kasabov, S. Sotirov, E. Szmidt, S. Zadro˙zny, Eds), 322, 2015, 657–668.
  90. Dimitrov E., I. Kazalarski, K. Atanassov, Generalized Net Representing the Basic Properties of Knowledge Base. First Scientific Session of the “Mathematical Foundation of Artificial Intelligence” Seminar, Sofia, October 10, 1989, Preprint IM-MFAIS-7-89, Sofia, 1989, 12–14; in Applications of generalized nets (K. Atanassov, Ed.),World Scientific Publ. Co., Singapore, 1993, 106–111.
  91. Dimitrov I., I. Jonova, V. Bineva, E. Sotirova, S.Sotirov, Generalized Net Model of the Students’ Knowledge Assessments Using Multilayer Perceptron with intuitionistic Fuzzy Estimations. 11th International Workshop on Generalized Nets and 2nd International Workshop on Generalized Nets, Intuitionistic Fuzzy Sets, KE, London, 9–10 July 2010, 27–34.
  92. Dimitrova M., K. Vasilev, S. Sotirov, Generalized Net Model of the Process of the Prognosis Biomass Accumulation with Neural Network. Developments in fuzzy sets, intuitionistic fuzzy sets, generalized nets and related topics. Vol II: Applications, System Research Institute, Polish Academy of Science, Warsaw, 2010, 79–90.
  93. “Data Mining Curriculum.” ACM SIGKDD. 2006–04–30. Retrieved 2017–11–22.
  94. Fidanova S., K. Atanassov, Generalized Net Models of the Process of Ant Colony Optimization. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 7, 2008, 108–114.
  95. Fidanova S., K. Atanasov, Generalized Net Models of the Process of Ant Colony Optimization with Intuitionistic Fuzzy Estimations. In: Proceedings of the 9th International Workshop on Generalized Nets, Sofia, Bulgaria, 2008, 41–48.
  96. Fidanova S., K. Atanassov, Generalized Net Models for the Process of Hybrid Ant Colony Optimization. Comptes Rendus de l’Academie Bulgare des Sciences, Tome 61, 2008, No. 12, 1535–1540.
  97. Fidanova S., K. Atanassov, Generalized Net Models and Intuitionistic Fuzzy Estimation of the Process of Ant Colony Optimization. Issues in Intitionistic Fuzzy Sets and Generalized Nets. Vol. 8., 2010, 109-124, ISBN 978-83-61551-00-3.
  98. Fidanova S., K. Atanassov, I. Dimov, Generalized Nets as a Tool for Modelling of Railway Networks. Advanced Computing in Industrial Mathematics: Revised Selected Papers of the 10th Annual Meeting of the Bulgarian Section of SIAM, December 21–22, 2015, Sofia, Bulgaria, 23–35.
  99. Fidanova S., K. Atanassov, P. Marinov, Start strategies of ACO applied on subset problems. Lecture Notes in Computer Science, Vol. 6046, Springer, Berlin, 2011, 248–255. ISSN 0302-9743.
  100. Fidanova S., K. Atanassov, P. Marinov Generalized Nets in Artificial Intelligence. Vol. 5: Generalized Nets and Ant Colony Optimization. “Prof. M. Drinov” Academic Publishing House, Sofia, 2011.
  101. Fidanova S., P. Marinov, K. Atanassov, Generalized Net Models of the Process of Ant Colony Optimization with Different Strategies and Intuitionistic Fuzzy Estimations, Proceedings Jangjeon Math. Vol. 13, ISSN 1598-7264, 2010, No 1, 1–12.
  102. Georgiev P., O. Roeva, T. Pencheva, E. Szmidt, Generalized Net Model of Wastewater Treatment Process in System “Biological Reservoir - Sedimentor”. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Wydawnictwo WSISiZ, Warszawa, 3, 2006, 11–16.
  103. Georgieva O., An Application of Generalized Nets for Modelling of Fed-batch Fermentation Process. Proceedings of the Second International Workshop on Generalized Nets, Sofia, June 26–27, 2001, 28–33.
  104. Georgieva O., T. Pencheva, M. Krawczak, An Application of Generalized Nets with Intuitionistic Fuzzy Sets for Modelling of Biotechnological Processes with Distributed Parameters. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Wydawnictwo WSISiZ, Warszawa, 3, 2006, 5–10.
  105. Georgieva V., Generalized Net Model of Mechanical Wastewater Pretreatment. International Journal BIOautomation, 2017, 21(1), 133–144
  106. Georgieva V., N. Angelova, O. Roeva, T. Pencheva, Simulation of Parallel Processes in Wastewater Treatment Plant Using Generalized Net Integrated Development Environment. Comptes rendus de l’Academie Bulgare des Sciences, Tome 69, No 11, 2016, 1493–1502.
  107. Georgieva V., O. Roeva, T. Pencheva, Generalized Net Model of Physics-Chemical Wastewater Treatment. Journal of International Scientific Publications: Ecology & Safety, 9, 2015, 468–475.
  108. Gluhchev G., K. Atanassov, S. Hadjitodorov, Handwriting Analysis via Generalized Nets. Proceedings of the International Scientific Conference on Energy and Information Systems and Technologies. Vol. III, Bitola, June 7-8, 2001, 758–763.
  109. Gluhchev G., K. Atanassov, S. Hadjitodorov, A. Shannon, A Generalized Net Model of the Process of Scene Analysis. Cybernetics and Information Technologies, Vol. 9, 2009, No. 1, 13–17.
  110. Gluhchev G., K. Atanassov, S. Hadjitodorov, V. Vasilev, A. Shannon, Face Recognition via Generalized Nets. Issues in Intuitionistic Fuzzy Sets and Generalized Nets (K. Atanassov, J. Kacprzyk, M. Krawczak, Eds.), Wydawnictwo WSISiZ, Warszawa, 2004, 57–60.
  111. Gluhchev G., K. Atanassov, S. Hadjitodorov, E. Szmidt, A. Shannon, Intuitionistic Fuzzy Generalized Net Model of the Process of Handwriting Analysis. Proceedings of the 3rd Conference of the European Society for Fuzzy Logic and Technology EUSFLAT’ 2003, Zittau, 10-12 Sept. 2003, 218–222.
  112. Gluhchev G., K. Atanassov, S. Hadjitodorov, E. Szmidt, Generalized Net Model for Signature Verification. Proceedings of the 10th InternationalWorkshop on Generalized Nets (K. Atanassov, A. Shannon, Eds.), Sofia, 5 Dec. 2009, 27–30.
  113. Gluhchev G., K. Atanassov, V. Vassilev, A Generalized Net Model of Scene Analysis Process. Advances in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics, Vol. II: Applications, Academic Publishing House EXIT, Warszawa, 2008, 63–68.
  114. Gluhchev G., L. Baccour, M. Alimi, K. Atanassov, Generalized Nets for Handwritten ArabicWord Recognition. International Conference Automatics and Informatics, Sofia, 1–4 Oct. 2008, II-41–II-43.
  115. Gocheva E., S. Sotirov, Modelling of the Verification by Iris Scanning by Generalized Nets. 9th International Workshop on Generalized Nets, Sofia, 4 July 2008, 9–13.
  116. Gocheva P., S. Sotirov, V. Gochev, Implementation of Generalized Nets Models of Feed-Forward Neural Networks. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 10, 2013, 125–135.
  117. Grigorova G., K. Vassilev, S. Sotirov, Generalized Net Model of the Process of the Prognosis Biomass Accumulation using TEMPO–amine Metal Complexes with Neural Network. New trend in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and related topics. Applications. Vol. II, System Research Institute, Polish Academy of Science,Warsaw, 2013, 57–66.
  118. Hadjitodorov S., K. Atanassov, Generalized Net Model of the Intuitionistic Fuzzy Version of a Nearest Prototype Classification method. Proceedings of the 15th International Conference of the Jangjeon Mathematical Society (S. Rim, L. Jang, T. Kim, H. Pak, Eds.), Aug. 5–7, 2004, 99–109.
  119. Hadjitodorov S., K. Atanassov, P. Mitev, A. Shannon, G. Gluhchev, V. Vasilev, Generalized Net Representing the Process of Speaker Classification - Identification and Verification. Advanced Studies on Contemporary Mathematics, Vol. 6, 2003, No. 2, 129–140.
  120. Hadjitodorov S., P. Mitev, K. Atanassov, G. Gluhchev, V. Vassilev, A. Shannon.A Generalized Net Description for Laryngeal Pathology Detection Excluding the Refusal from Classification Option. Cybernetics and Information Technologies, Vol. 2, 2002, Sofia, 27–32.
  121. Hadjitodorov S., P. Mitev, K. Atanassov, B. Kolev, G. Gluhchev, V. Vasilev. A Generalized Net Description for Laryngeal Pathology Detection Without Refusal Option. Proceedings of the 3rd International Workshop on Generalized Nets, Sofia, 1 October 2002, 14–17.
  122. Hadjitodorov S., D. Orozova, E. Sotirova, K. Atanassov, Generalized Net Model of Administrative Information Processes in the Bulgarian Academy of Sciences. 16th International Symposium on Electrical Apparatus and Technologies, SIELA 2009, Proceedings, 1, 122–130.
  123. Hadjitodorov S., E. Szmidt, K. Atanassov, A. Shannon, G. Gluhchev, V. Vasilev. Generalized Net Models in Speaker Verification and Identification with Intuitionistic Fuzzy Estimations. Issues in the Representation and Processing of Uncertain Imprecise Information: Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets, and Related Topics (K. Atanassov, J. Kacprzyk, M. Krawczak and E. Szmidt, Eds.), Akademicka Oficyna Wydawnictwo EXIT, Warszawa, 2005, 127–140.
  124. Hadjyisky L., K. Atanassov, Theorem for Representation of the Neuronal Networks by Generalized Nets. AMSE Rev. 12(3), 1990, 47–54.
  125. Hadjyisky L., K. Atanassov, A Generalized Net, Representing the Elements of One Neuron Network Set. AMSE Rev. 14(4), 1990, 55–59.
  126. Hadjyisky L., K. Atanassov, Generalized Nets Representing the Elements of Neuron Networks. In: Applications of Generalized
  127. Hadjyisky L., K. Atanassov, Generalized Net Model of the Intuitionistic Fuzzy Neural Networks. Advances in Modelling & Analysis, AMSE Press, Vol. 23, 1995, No. 2, 59–64.
  128. Han J., M. Kamber, J. Pei, Data Mining: Concepts and Techniques, Third Edition, Morgan Kaufmann, 2011.
  129. Hristova M., E. Sotirova, Generalized Net Model of the Multi-Factor Method of Teaching Quality Estimation at Universities. 4th International IEEE Conference Intelligent Systems, IS 2008, 3, Art. no. 4670541, 1620–1624.
  130. Ilkova T., O. Roeva, M. Petrov, J. Vanags, Generalized Net Model of Neuro-Dynamic Programming Algorithm. 13th International Workshop on Generalized Nets, 17 June 2012, Burgas, 17–26.
  131. Kolev B., Intuitionistic Fuzzy Generalized Net Analysis of Periodic Deadlock Detection in Database Systems. Proceedings of IEEE Conference “Intelligent Systems”, 2002, Vol. 3, 10–12 September 2002, Varna.
  132. Kolev B., P. Chountas, I. Petrounias, Intuitionistic Fuzzy Generalized Net in Analysing Transaction Database Systems with Continuous Deadlock Detection. Notes on Intuitionistic Fuzzy Sets, Vol. 8, 2002, 95–100.
  133. Kolev B., E. El–Darzi, E. Sotirova, I. Petronias, K. Atanassov, P. Chountas, V. Kodogiannis, Generalized Nets in Artificial Intelligence. Vol. 3: Generalized Nets, Relational Data Bases and Expert Systems, “Prof. M. Drinov” Academic Publishing House, Sofia, 2006.
  134. Kolev B., E. Sotirova, K. Atanassov, P. Chountas, Generalized Net Model of Multi-Source Database System with Different Access Times. Proceedings of the 7th International Workshop on Generalized Nets, Sofia, 14–15 July 2006, 15–19.
  135. Koneva L., Atanassov K., Generalized Net Models of Transportation Problem. AMSE Review, Vol. 13, No. 1, 1990, 17–23.
  136. Kosev K., V. Ivanov, A. Ananiev, P. Denev, O. Roeva, Generalized Net Model of Interval Mapping QTL Analysis. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 10, 2013, 136–142.
  137. Kosev K., O. Roeva, Generalized Net Model of E. coli Glycolysis Control. Annual of “Informatics” Section of Union of Scientists in Bulgaria, 2011, Vol. 4, 53–61.
  138. Kosev K., O. Roeva, Generalized Net Model of the lac Operon in Bacterium E. coli. IEEE 6th International Conference IS 2012, Sofia, Bulgaria, Vol. 2, 237–241.
  139. Kosev K., O. Roeva, K. Atanassov, Generalized Net Model of Cytokinin-Auxin Signalling Interactions. Recent Advances in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics, Volume II: Applications, IBS PAN – SRI PAS, (Systems Research Institute, Polish Academy of Sciences), Warsaw, 2011, 93–100.
  140. Kosev K., O. Roeva, K. Atanassov, Generalized Net Model Cytokinin-Auxin Interactions for Plant Root Formation, New Developments in Fuzzy Sets. Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics, Volume II: Applications, IBS PAN – SRI PAS, (Systems Research Institute, Polish Academy of Sciences), Warsaw, 2012, 91–99, ISBN 83-894-7541-3.
  141. Krawczak M., Modelling of Adjoint Neural Networks by Generalized Nets. In: Proceedings of the 9th IEEE International Conference on Methods and Models in Automation and Robotics MMAR 2003, Miedzyzdroje (Poland), Technology University of Szczecin, 25–28 August 2003, 33–42.
  142. Krawczak M., Generalized Net Models of Multilayer Neural Networks. Advanced Studies on Contemporary Mathematics 7(1), 2003, 69–86.
  143. Krawczak M., An Example of Generalized Nets Applications to Modelling of Neural Networks Simulation. Current issues in data and knowledge engineering, Academicka Oficyna Wydawnicza EXIT, Warszawa, 2004, 297–308.
  144. Krawczak M., On a Generalized Net Model of MLNN Simulation. Soft Computing Tools, Techniques and Applications, Academicka Oficyna Wydawnicza EXIT, Warszawa, 2004, 157–171.
  145. Krawczak M., Generalized Net Modelling Concept–Neural Networks Models. Computer aiding of social, economical and environment development, Systems Research Institute, Polish Academy of Sciences, Warsaw, 2004, 203–216.
  146. Krawczak M., Generalized Net Models of MLNN Learning Algorithms. Lecture Notes in Computer Science 2(3697), 2005, 25–30.
  147. Krawczak M., Multilayer Neural Networks: A Generalized Net Perspective, Springer International Publishing, 2013, ISBN 978-3-319-00247-7.
  148. Krawczak M., H. Aladjov, Generalized Net Model of Backpropagation Learning Algorithm. In: Proceedings of the Third International Workshop on Generalized Nets, Sofia, 1 October 2002, 32–36.
  149. Krawczak M., E. El–Darzi, K. Atanassov, V. Tasseva, Generalized Net for Control and Optimization of Real Processes through Neural Networks using Intuitionistic Fuzzy Estimations. Notes on Intuitionistic Fuzzy Sets 12(2), 2007, 54–60.
  150. Krawczak M., S. Sotirov, K. Atanassov, Multilayer Neural Network Modelling by Generalized Nets. Warsaw School of Information Technologies, 2010.
  151. Krawczak M., S. Sotirov, E. Sotirova, Generalized Net Model for Parallel Optimization of Multilayer Neural Network with Time Limit. IEEE Intell. Syst. IS12, 2012, 173–177.
  152. Krawczak M., S. Sotirov, E. Sotirova, Generalized Net Model of the Early Stopping Method for Parallel Optimization of Multilayer Perceptron. Advances in Intelligent Systems and Computing, Springer International Publishing, 2017, 103–113.
  153. Langova-Orozova D., H. Aladjov, K. Atanassov, Generalized Net for Machine Learning with Current Estimations. Advanced Studies in Contemporary Mathematics, Vol. 3, 2001, No. 2, 61–76.
  154. Larose D., Discovering Knowledge in Data: an Introduction to Data Mining, John Wiley, Chichester, 2005.
  155. Marinov M., M. Stefanova-Pavlova, K. Atanassov, Generalized Net Model of the Discrete Part Manufacturing Process of CMOS Integrated Circuit Wafers. Proceedings of the 4th International Workshop on Generalized Nets, Sofia, 23 September 2003, 12–60.
  156. Melo-Pinto P., T. Kim, K. Atanassov, E. Sotirova, A. Shannon, M. Krawczak, Generalized Net Model of E-learning Evaluation with Intuitionistic Fuzzy Estimations. Issues in the Representation and Processing of Uncertain Imprecise Information: Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets, and Related Topics (K. Atanassov, J. Kacprzyk, M. Krawczak, E. Szmidt, Eds.), Akademicka Oficyna Wydawnictwo EXIT, Warszawa, 2005, 241–249.
  157. Mengov G., S. Pulov, K. Atanassov, K. Georgiev, T. Trifonov, Modelling Neural Signals with a Generalized Net. Advanced Studies on Contemporary Mathematics, Vol. 7, 2003, No. 2, 155–166.
  158. Minchev Z., K. Atanassov, On the Possibility for Generalized Nets Modelling of Modular Robotic System. Advanced Studies on Contemporary Mathematics, Vol. 10, 2005, No. 2, 169–174.
  159. Mihaylov I., S. Sotirov, M. Krawczak, Generalized Net Model of the Process Obtaining Credit Risk Assessment with Neural Network. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Volume 10, 2014, 107–117.
  160. Nikolova M., E. Szmidt, S. Hadjitodorov, Generalized Nets with Decision Making Componets. In: Proceedings of the InternationalWorkshop on Generalized Nets, Sofia, 9 July 2000, pp. 1–5.
  161. Nikolova N., Generalized Net Representation of Backpropagation Neural Networks. Adv. Model. Anal. AMSE Press 1(1), 1998, 27–34.
  162. Novachev N., I. Marinov, D. Stratiev, T. Pencheva, K. Atanassov, Generalized Net Model of the Process of Evaluation of the Environmental Impact of Refinery Activity. Proceedings of the 13th International Workshop on Generalized Nets, London, UK, October 29, 2012, 56–61, ISSN 1313-6860.
  163. Orozova D., K. Atanassov, Generalized Net Model of the Process of Selection and Usage of an Intelligent E-learning System. Comptes Rendus de l’Academie Bulgare des Sciences, Tome 65, No. 5, 2012, 591–598.
  164. Orozova D., K. Atanassov, M. Todorova, Generaized Net Model of the Process of Personalization and Usage of an E-learning Environment. Proceedings of the Jangjeon Mathematical Society, Vol. 19, 2016, No. 4, 615–624.
  165. Orozova D., E. Sotirova, Generalized Net Model of the Applying Data Mining Tools. Proceedings of the 10th International Workshop on Generalized Nets, Sofia, 5 Dec 2009, 22–26.
  166. Orozova D., E. Sotirova, Modeling of a Learning Management System. 18th International Symposium on Electrical Apparatus and Technologies (SIELA), 29–31 May 2014, 1–4.
  167. Parvathi R., G. Gluhchev, K. Atanassov, Generalized Net Model of Face Recognition. Proceedings of the 9th International Workshop on Generalized Nets (K, Atanassov and A. Shannon, Eds.), Sofia, 4 July 2008, Vol. 2, 102–105.
  168. Parvathi R., S. Sotirov, G. Gluhchev, K. Atanassov, A Generalized Net Model of Intuitionistic Fuzzy Image Preprocessing. Comptes Rendus de l’Academie Bulgare des Sciences, Tome 64, 2011, No. 3, 333–338.
  169. Pasi G., K. Atanassov, P. Melo Pinto, R. Yager, V. Atanassova, Multi–Person Multi–Criteria Decision Making: Intuitionistic Fuzzy Approach and Generalized Net Model. In: Proceedings of the 10th ISPE International Conference on Concurrent Engineering “Advanced Design, Production and Management Systems”, Madeira, 26–30 July 2003, 1073–1078.
  170. Pasi G., R. Yager, K. Atanassov, Intuitionistic Fuzzy Graph Interpretations of Multi–Person Multi–Criteria Decision Making: Generalized Net Approach. In: Proceedings of Second International IEEE Conference Intelligent Systems, Vol. 2, Varna, 22–24 June 2004, 434–439.
  171. Peneva D., K. Atanassov, P. Chountas, Generalized Net Model for Signature Verification. Proceedings of the 10th International Workshop on Generalized Nets (K. Atanassov, A. Shannon, Eds.), Sofia, 5 December 2009, 59–62.
  172. Peneva D., V. Tasseva, V. Kodogiannis, E. Sotirova, K. Atanassov, Generalized Nets as an Instrument for Description of the Process of Expert System Construction. Proceedings of 3rd International IEEE Conference “Intelligent Systems” IS06, London, 4–6 Sept. 2006, 755–759.
  173. Pencheva T., Intuitionistic Fuzzy Logic in Generalized Net Model of an Advisory System for Yeast Cultivation On-line Control. Notes on Intuitionistic Fuzzy Sets, 2009, 15(4), 45–51, ISSN 1310-4926.
  174. Pencheva T., Generalized Net Model of an Advisory System for On-line Control of Yeast Fed-batch Cultivation. Developments in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics. Volume II: Applications (K. Atanassov, W. Homenda, O. Hryniewicz, J. Kacprzyk, M. Krawczak, Z. Nahorski, E. Szmidt, S. Zadro˙zny, Eds), System Research Institute, Polish Academy of Sciences, Warsaw, Poland, 2010, 217–231, ISBN 9788389475305.
  175. Pencheva T., Generalized Nets Model of Crossover Technique Choice in Genetic Algorithms. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 9, 2011, 92–100.
  176. Pencheva T., Modelling of Expanded Advisory System for Yeast Cultivation On-line Control using Generalized Nets and Intuitionistic Fuzzy Logic. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, 2011, 9, 101–115, ISBN 978-83-61551-05-8.
  177. Pencheva T., K. Atanassov, A. Shannon, Modelling of a Roulette Wheel Selection Operator in Genetic Algorithms using Generalized Nets. International Journal BIOautomation, Vol. 13, 2009, No 4, 257–264.
  178. Pencheva T., K. Atanassov, A. Shannon, Modelling of a Stochastic Universal Sampling Selection Operator in Genetic Algorithms using Generalized Nets. Proceedings of the 10th International Workshop on Generalized Nets, Sofia, 5 December 2009, 1–7.
  179. Pencheva T., K. Atanassov, A. Shannon, Generalized Nets Model of Offspring Reinsertion in Genetic Algorithms. Annual of “Informatics” Section of the Union of Scientists in Bulgaria, Vol. 4, 2011, 29–35.
  180. Pencheva T., K. Atanassov, A. Shannon, Generalized Net Model of Selection Function Choice in Genetic algorithms. In: Recent Advances in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics. Vol. II: Applications, Warsaw, Systems Research Institute, Polish Academy of Sciences, 2011, 193–201.
  181. Pencheva T., K. Atanassov, A. Shannon, Generalized Nets Model of Rank-Based Fitness Assignment in Genetic Algorithms. In: New Trends in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics. Vol. II: Applications, Warsaw, Systems Research Institute, Polish Academy of Sciences, 2013, 127–136.
  182. Pencheva T., P. Georgiev, O. Roeva, A Comparison ofWastewater Treatment Modelling with Partial Differential Equations and Generalized Nets. Proceedings of the 1st International Workshop on Intuitionistic Fuzzy Sets, Generalized Nets and Knowledge Engineering, University of Westminister, London, UK, 6–7 September, 2006, 105-110.
  183. Pencheva T., O. Georgieva, Modelling of Waste Water Purification in System “Biological Reservoir – Sedimentor” on the Basis of Generalized Nets. International Symposium “Bioprocess Systems’2002 -BioPS’02”, Sofia, Bulgaria, October 28–29, 2002, III.23–III.26.
  184. Pencheva T., O. Georgieva, Modelling of Fermentation Processes on the Basis of Generalized Nets. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Wydawnictwo WSISiZ, Warszawa, 2, 2004, 37–45.
  185. Pencheva T., O. Roeva, V. Atanassova, M. Angelova, Generalized Net Model of lac Operon. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 10, 2013, 183–192.
  186. Pencheva T., N. Novachev, D. Stratiev, K. Atanassov, Generalized Net Model of the Process of Evaluation of the Environmental Impact of Refinery Activity using Intuitionistic Fuzzy Estimations. Notes on Intuitionistic Fuzzy Sets, 2012, 18(4), 32–39, ISSN 1310-4926.
  187. Pencheva T., O. Roeva, I. Bentes, J. Barroso, Generalized Nets Model for Fixed-bed Bioreactors. Proceedings of the 10th ISPE International Conference on Concurrent Engineering - Advanced Design, Production and Management Systems, Madeira, July 26–30, 2003, 1025–1028.
  188. Pencheva T., O. Roeva, A. Shannon, Generalized Net Models of Crossover Operators in Genetic Algorithms. In: Proceedings of 7th International Workshop on Generalized Nets, Sofia, 4 July, Vol. 2, 2008, 64–70.
  189. Pencheva T., O. Roeva, A. Shannon, Generalized Net Models of Basic Genetic Algorithm Operators. Studies in Fuzziness and Soft Computing, Vol. 332, 305–325, 2016.
  190. Petkov T., P. Jovcheva, Z. Tomov, S. Simeonov, S. Sotirov, A Generalized Net Model of the Neocognitron Neural Network, 2017, 249–259. 10.1007/978-3-319-59692-1 22.
  191. Petkov T., Kr. Panayotova, S. Sotirov, Generalized Net Model of Encrypting Message in an Image Using Self-Organizing Map Neural Network. 19th International Symposium on Electrical Apparatus and Technologies (SIELA), IEEE, 2016, 1–4.
  192. Petkov T., S. Sotirov, Generalized Net Model of Slow Learning Algorithm of Unsupervised ART2 Neural Network. IWIFSGN’2013 International Workshop on Intuitionistic Fuzzy Sets and Generalized Nets, Warsaw, 2014, 61–70.
  193. Petkov T., S. Sotirov, A Generalized Net Model Based on Fast Learning Algorithm of Unsupervised ART2 Neural Network. Intelligent Systems’ 2014, Advances in Intelligent Systems and Computing, Springer, Volume 322, 2015, 623–632.
  194. Petkov T., S. Sotirov, Describing and Simulation of the Generalized Net Model of the ART2 Neural Network. Comptes rendus de l’Academie bulgare des Sciences, Tome 68, No 11, 2015, 1431–1438.
  195. Petkov T., S. Sotirov, Generalized Net Model of the Cognitive and Neural Algorithm for Adaptive Resonance Theory 1. International Journal BIOAutomation, 2013, 17(4), 207–216.
  196. Petkov T., S. Sotirov, M. Krawczak, I. Vardeva, Generalized Net Model of Face Recognition using ART2 Neural Network and Sobel Filter. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, SRI-PAS, Vol. 11, 2014, 23–31, ISBN: 978-83-61551-10-2.
  197. Petkov T., S. Sotirov, M. Krawczak, Modeling the Process of Color Recognition using ART2 Neural Network. International Journal BIOautomation, 2015, 303-310.
  198. Petkov T., Sotirov, S., Surchev, S., Generalized Net Model of Person Recognition Using ART2 Neural Network and Viola-Jones Algorithm. Novel Developments in Uncertainty Representation and Processing, Vol. 401 of Advances in Intelligent Systems and Computing, Springer International Publishing, 2016, 257–265.
  199. Petkov T., E. Sotirova, S. Ahmed, S. Sotirov, Encrypting Message in a Sound using Self-Organizing Map Neural Network Described by a Generalized Net. IEEE 8th International Conference on Intelligent Systems, IS 2016 - Proceedings, Art. No. 7737484, 584–588.
  200. Petkov T., S. Surchev, S. Sotirov, Generalized Net Model of Forest Fire Detection with ART2 Neural Network. 14th International Workshop on Generalized Nets, Burgas, 29–30 November 2013, 28–33.
  201. Petri C.–A., Kommunication mit Automaten. Dissertation. University of Bonn, 1962; Schriften des Inst. fur Instrument. Math., No. 2, Bonn, 1962.
  202. Radeva V., Atanassov K., S.-K. Kim, Ok-B. Chang, Y.-S. Kim, Generalized Net-Models of an Intuitionistic Fuzzy Abstract System. Proceedings of the 1999 IEEE International Fuzzy Systems Conference, Seoul, August 22–25, 1999, Vol. II, 1039–1044.
  203. Rangasamy P., S. Sotirov, G. Gluhchev, K. Atanassov, A Generalized Net Model of Image Preprocessing. Comptes rendus de l’Academie bulgare des Sciences, Vol. 64, Issue No 3, 2011, 333–339.
  204. Ribagin S, Generalized Net Model of Osteoarthritis Diagnosing. Advanced Studies in Contemporary Mathematics, Jangjeon Mathematical Society, Vol. 27 (4), 2017 [in press].
  205. Ribagin S., K. Atanassov, O. Roeva, T. Pencheva, Generalized Net Model of Adolescent Idiopathic Scoliosis Diagnosing. Uncertainty and Imprecision in Decision Making and Decision Support: Crossfertilization, New Models and Applications (K. Atanassov, J. Kacprzyk, A. Kaluszko, M. Krawczak, J. Owsinski, S. Sotirov, E. Sotirova, E. Szmidt, S. Zadro˙zny, Eds), Vol. 559 of the Advances in Intelligent Systems and Computing, 2018, 333–348, ISBN 978-3-319-65544-4, ISBN 978-3-319-65545-1 (eBook).
  206. Ribagin S., K. Atanassov, A. Shannon, Generalized Net Model of Shoulder Pain Diagnosis. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 11, Warsaw School of Information Technology, Warsaw, 2014, 55–62.
  207. Ribagin S., P. Chountas, T. Pencheva, Generalized Net Model of Muscle Pain Diagnosing. Lecture Notes on Artificial Intelligence, 2017, 10333, 269–275, ISSN 0302-9743, ISSN 1611-3349 (electronic), ISBN 978-3-319-59692-1.
  208. Ribagin S., O. Roeva, T. Pencheva, Generalized Net Model of Asymptomatic Osteoporosis Diagnosing. IEEE 8th International Conference on Intelligent Systems, Sofia, 4–6 September 2016, 604–608, ISBN 978-1-5090-1353-1, IEEE Catalog Number CFP16802-USB.
  209. Ribagin S., P. Vassilev, T. Pencheva, S. Zadro˙zny, Intuitionistic Fuzzy Generalized Net Model of Adolescent Idiopathic Scoliosis Classification and The Curve Progression Probability. Notes on Intuitionistic Fuzzy Sets, 2017, 23(3), 88–95, Print ISSN 1310–4926, Online ISSN 2367-8283.
  210. Ribagin S., E. Sotirova, T. Pencheva, Generalized Net Model of Adhesive Capsulitis Diagnosing. Lecture Notes in Computer Science, 2017, in press, ISBN 978-3-662-43879-4.
  211. Ribagin S., B. Zaharieva, I. Radeva, T. Pencheva, Generalized Net Model of Proximal Humeral Fractures Diagnosing. International Journal BIOautomation, 2018, 22(1), in press, ISSN 1314-2321 (on-line), 1314-1902 (print).
  212. Roeva O., Generalized Net for Optimal Feed Rate Control of Fed-batch Fermentation Processes. Proceedings of 5th International Workshop on Generalized Nets, Sofia, November 10, 2004, 6–12.
  213. Roeva O., Generalized Net Model of Oxygen Control System using Intuitionistic Fuzzy Logic. Proceedings of the 1st International Workshop on Intuitionistic Fuzzy Sets, Generalized Nets and Knowledge Engineering, University of Westminister, London, UK, 6–7 September, 2006, 49–55.
  214. Roeva O., Generalized Net Model for Foam Monitoring Control Systems. Proceedings of the 8th International Workshop on Generalized Nets, Sofia, June 26, 2007, 6–10.
  215. Roeva O., K. Atanassov, Generalized Net Model of a Modified Genetic Algorithm. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 7, 2008, 93–99.
  216. Roeva O., K. Atanassov, A. Shannon, Generalized Net for Evaluation of the Genetic Algorithm Fitness Function. In: Proceedings of the 8th International Workshop on Generalized Nets, Sofia, Bulgaria, 26 June 2007, 48–55.
  217. Roeva O., K. Atanassov, A. Shannon, Generalized Net for Selection of Genetic Algorithm Operators. Annual of “Informatics” Section of the Union of Scientists in Bulgaria, Vol. 1, 2008, 117–126.
  218. Roeva O., V. Atanassova, Generalized Net Model of Cuckoo Search Algorithm. Proceedings of the 2016 IEEE 8th International Conference on Intelligent Systems, Sofia, 4–6 September 2016, 589–592, ISBN 978-1-5090-1353-1, IEEE Catalog Number CFP16802-USB.
  219. Roeva O., V. Atanassova, Universal Generalized Net Model for Description of Metaheuristic Algorithms: Verification with the Bat Algorithm, Accepted in IWIFSGN 2017.
  220. Roeva O., V. Atanassova, Cuckoo Search Algorithm, Firefly Algorithm and Artificial Bee Colony Optimization in Terms of Generalized Net Theory, Springer book series, in press.
  221. Roeva O., A. Michalikova, Intuitionistic Fuzzy Logic Control of Metaheuristic Algorithms’ Parameters via a Generalized Net. Notes on Intuitionistic Fuzzy Sets, Vol. 20, 2014, No. 4, 53–58.
  222. Roeva O., T. Pencheva, Generalized Net Model of Brevibacterium flavul 22LD Fermentation Process. International Journal BIOautomation, 2, 2005, 17–23.
  223. Roeva O., T. Pencheva, Generalized Net Model of pH Control System in Biotechnological Processes. Proceedings of Seventh International Workshop on Generalized Nets, Sofia, July 14–15, 2006, 20–24.
  224. Roeva O., T. Pencheva, Generalized Net for Control of Temperature in Fermentation Processes. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Wydawnictwo WSISiZ, Warszawa, 4, 2007, 49–58.
  225. Roeva O., T. Pencheva, Generalized Net Model of a Multi-Population genetic algorithm. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 8, 2010, 91–101.
  226. Roeva O., T. Pencheva, K. Atanassov, A. Shannon. Generalized Net Model of Selection Operator of Genetic Algorithms. In: Proceedings of the 2010 IEEE International Conference on Intelligent Systems, 7-9 July 2010, University of Westminster, London, UK, 286–289.
  227. Roeva O., T. Pencheva, I. Bentes, J. Barroso, Modelling of Escherichia coli Cultivation Process on the Basis of Generalized Nets. Proceedings of the 10th ISPE International Conference on Concurrent Engineering - Advanced Design, Production and Management Systems, Madeira, July 26–30, 2003, 1039–1042.
  228. Roeva O., T. Pencheva, I. Bentes, M. Manuel Nascimento, Modelling of Temperature Control System in Fermentation Processes using Generalized Nets and Intuitionistic Fuzzy Logics. Notes on Intuitionistic Fuzzy Sets, 2005, 11(4), 151–157.
  229. Roeva O., T. Pencheva, P. Melo-Pinto, A Survey of Generalized Nets Implementation for Modelling in Ecology. Chapter in: A Survey of Generalized Nets (E. Choy, M. Krawczak, A. Shannon, E. Szmidt, Eds.), Raffles KvB Monograph No. 10, Raffles KvB Institute Pty Ltd, North Sydney, Australia, 2007, 166–197, ISBN 0-9578457-8-2.
  230. Roeva O., T. Pencheva, A. Shannon, K. Atanassov, Generalized Nets in Artificial Intelligence. Vol. 7: Generalized Nets and Genetic Algorithms, “Prof. M. Drinov” Academic Publishing House, Sofia, 2013.
  231. Roeva O., T. Pencheva, St. Tzonkov, Generalized Net for Proportional- Integral-Derivative Controller. In Book Series “Challenging Problems of Sciences” – Computer Sciences, 2008, 241–247.
  232. Roeva O., T. Pencheva, St. Tzonkov, Generalized Net for Carbon Dioxide Monitoring of Fermentation. Annual of “Informatics” Section of Union of Scientists in Bulgaria (K. Atanassov, V. Boeva, K. Boyanov, S. Denchev, S. Sotirov, M. Todorova, Eds), Vol. 1, 2008, 93–97.
  233. Roeva O., A. Shannon, A Generalized Net Model of Mutation Operator of the Breeder Genetic Algorithm. In: Proceedings of the 9th International Workshop on Generalized Nets, Sofia, Bulgaria, 4 July, Vol. 2, 2008, 59–63.
  234. Roeva O., Ts. Slavov, PID Controller Tuning of Glucose Control using Generalized Nets. New Developments in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics, Volume II: Applications, IBS PAN – SRI PAS, (Systems Research Institute, Polish Academy of Sciences), Warsaw, 2012, 211–218.
  235. Shannon A., K. Atanassov, D. Langova-Orozova, M. Krawczak, E. Sotirova, P. Melo-Pinto, I. Petrounias, T. Kim, Generalized Net Modelling of University Processes, KvB Institute of Technology, 2005, ISBN 0-9578457-5-8.
  236. Shannon A., D. Dimitrakiev, E. Sotirova, M. Krawczak, T. Kim, Towards a Model of the Digital University: Generalized Net Model of a Lecturer’s Evaluation with Intuitionistic Fuzzy Estimations. Cybernetics and Information, Vol. 9, No 2, 2009, 69–78.
  237. Shannon A., G. Gluhchev, K. Atanassov, S. Hadjitodorov, Generalized Net Representing Process of Handwriting Identification. Cybernetics and Information Technologies, Vol. 1, 2001, Sofia, 71–80.
  238. Shannon A., G. Gluhchev, K. Atanassov, P. Mitev, S. Hadjitodorov, V. Vasilev, Generalized Net Representing Process of Speaker Identification. Artificial Intelligence, 2001, No. 4, 71–79.
  239. Shannon A., G. Gluhchev, K. Atanassov, S. Hadjitodorov, V. Vasilev, A Generalized Net Model of the Automatic Document Processing with Elements of Intuitionistic Fuzziness. Notes on Intuitionistic Fuzzy Sets, Vol. 9, 2003, No. 2, 74–80.
  240. Shannon A., G. Gluhchev, V. Vasilev, K. Atanassov, S. Hadjitodorov, A Generalized Net Model of the Process of Face Recognition with Elements of Intuitionistic Fuzziness. Proceedings of the Seventh International Conference on Intuitionistic Fuzzy Sets (J. Kacprzyk and K. Atanassov, Eds.), Sofia, 23–24 August 2003, Notes on Intuitionistic Fuzzy Sets, Vol. 9, 2003, No. 4, 102–108.
  241. Shannon A., G. Gluhchev, K. Aanassov, S. Hadjitodorov, V. Vassilev, A Generalized Net Model of Biometric-based Access Permission. Comptes Rendus de l’Academie Bulgare des Sciences, Tome 60, 2007, No. 11, 1157–1162.
  242. Shannon A., D. Langova-Orozova, E. Sotirova, K. Atanassov, P. Melo-Pinto, T. Kim, Generalized Net Model with Intuitionistic Fuzzy Estimations of the Process of Obtaining of Scientific Titles and Degrees. Proceedings of the International Conference on Intuitionistic Fuzzy Sets, Vol. 11, No. 3, Sofia, 2005, 95–114.
  243. Shannon A., D. Langova-Orozova, E. Sotirova, K. Atanassov, P. Melo-Pinto, T. Kim, Generalized Net Model for Adaptive Electronic Assessment, using Intuitionistic Fuzzy Estimations. Computational Intelligence, Theory and Applications (B. Reusch, Ed.), Springer, Berlin, 2005, 291–297.
  244. Shannon A., D. Langova-Orozova, E. Sotirova, I. Petrounias, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, V. Tasseva, A Generalized Net Model of the Separate Information Flow Connections within a University. Proceedings of 3rd International IEEE Conference “Intelligent Systems” IS06, London, 4–6 September 2006, 760–763.
  245. Shannon A., D. Langova-Orozova, E. Sotirova, I. Petrounias, K. Atanassov, N. Ralev, P. Melo-Pinto, T. Kim, Generalized Net Model of a University Classes Schedule. Advanced Studies on Contemporary Mathematics, Vol. 8, 2004, No. 1, 23–34.
  246. Shannon A., D. Langova-Orozova, E. Sotirova, I. Petrounias, K. Atanassov, P. Melo-Pinto, T. Kim, Generalized Net Model of Information Flows in Intranet in an Abstract University. Advanced Studies on Contemporary Mathematics, Vol. 8, 2004, No. 2, 183–192.
  247. Shannon A., D. Orozova-Langova, E. Sotirova, J. Trelewicz, K. Atanassov, P. Melo-Pinto, T. Kim, Generalized Net Model of a Training System. Advanced Studies on Contemporary Mathematics, Vol. 10, 2005, No. 2, 175–179.
  248. Shannon A., D. Orozova, E. Sotirova, K. Atanassov, M. Krawczak, P. Chountas, P. Georgiev, R. Nikolov, S. Sotirov, T. Kim, Towards a Model of Digital University: a Generalized Net Model of Update Existing Timetable. Proceedings of the 9th International Workshop on Generalized Nets (K, Atanassov and A. Shannon, Eds.), Sofia, 4 July 2008, Vol. 2, 71–79.
  249. Shannon A., D. Orozova, E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, Generalized Net Model of E-Learning Evaluation with Intuitionistic Fuzzy Estimations. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 5, Warsaw School of Information Technology, Warsaw 2007, 46–53.
  250. Shannon A., D. Orozova, E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, System for Electronic Student-Teacher Interaction with Intuitionistic Fuzzy Estimations. Notes on Intuitionistic Fuzzy Sets, Vol. 13, 2007, No. 2, 81–87.
  251. Shannon A., D. Orozova, E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, R. Nikolov, S. Sotirov, T. Kim, Towards a Model of the Digital University: a Generalized Net Model for Producing Course Timetables. Proceedings of the 4-th International IEEE Conference Intelligent Systems, Varna, 6–8 Sept. 2008, Vol. 2, 16-25–16-28.
  252. Shannon A., D. Orozova, E. Sotirova, M. Hristova, K. Atanassov, M. Krawczak, P. Melo-Pinto, R. Nikolov, S. Sotirov, T. Kim, Towards a Model of the Digital University: a Generalized Net Model for Producing Course Timetables and for Evaluation the Quality Measurements. Intelligent System: From Theory to Practice (V. Sgurev, M. Hadjiski, J. Kacprzyk, Eds.), Springer, Berlin, 2010, 373–382.
  253. Shannon A., D. Orozova, E. Sotirova, M. Hristova, K. Atanassov, M. Krawczak, P. Melo-Pinto, R. Nikolov, S. Sotirov, T. Kim, Towards a Model of the Digital University: a Generalized Net Model for Producing Course Timetables and for Evaluation the Quality of Subjects. Intelligent Systems: From Theory to Practice (V. Sgurev, M. Hadjiski, J. Kacprzyk, Eds.), Studies in Computational Intelligence, Vol. 299, Springer, Berlin, 2010, 373–381.
  254. Shannon A., B. Riecan, D. Orozova, E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, R. Parvathi, T. Kim, Generalized Net Model of the Process of Selection and Usage of an Intelligent E-learning System. IS’2012 - 2012 6th IEEE International Conference Intelligent Systems, Proceedings, Art. No. 6335223, 233–236.
  255. Shannon A., B. Riecan, D. Orozova, E. Sotirova, I. Petrounias, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, A Generalized Net Model of a Training System. A Survey of Generalized Nets (E.Y.H. Choy, M. Krawczak, A. Shannon, E. Szmidt, Eds.), Raffles KvB Monograph No. 10, Sydney, 2007, 198–206.
  256. Shannon A., B. Rieˇcan, E. Sotirova, M. Krawczak, K. Atanassov, P. Melo-Pinto, T. Kim, Modelling the Process of PhD Preparation using Generalized Nets. 14th International Workshop on Generalized Nets, Burgas, 29 November 2013, 34–38.
  257. Shannon A., B. Rieˇcan, E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, R. Parvathi, T. Kim, Generalized Net Models of Academic Promotion and Doctoral Candidature. Recent Contributions in Intelligent Systems (V. Sgurev, R. Yager, J. Kacprzyk, K. Atanassov, Eds), Springer International Publishing Switzerland 2017, 263–277.
  258. Shannon A., O. Roeva, T. Pencheva, K. Atanassov, Generalized Nets Modelling of Biotechnological Processes, Sofia, Academic Publishing House “Marin Drinov”, 2004.
  259. Shannon A., E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, S. Sotirov, S. Hadjitodorov, T. Kim, Generalized Net Model of the Process of Administrative Servicing in a Digital University with Intuitionistic Fuzzy Estimations. 14th International Conference on Intuitionistic Fuzzy Sets, Sofia, 15-16 May 2010, NIFS 16 (2010), 2, 50-56.
  260. Shannon A., E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, Generalized Net Model of Lecturers’ Evaluation of Student Work with Intuitionistic Fuzzy Estimations. Second InternationalWorkshop on IFSs, Banska Bystrica, Slovakia, 3 Dec. 2006 (Edited by K. Atanassov and K. Lendelova). Notes on Intuitionistic Fuzzy Sets, Vol. 12, 2006, No. 4, 22–28.
  261. Shannon A., E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, S. Sotirov, T. Kim, Generalized Net Model of the Process of Ordering of University Subjects. Proceedings of the 7th International Workshop on Generalized Nets, Sofia, 14–15 July 2006, 25–29.
  262. Shannon A., E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, Generalized Net Model for the Reliability and Standardization of Assessments of Student Problem Solving with Intuitionistic Fuzzy Estimations. Developments in Fuzzy Sets, Generalized Nets and Related Topics. Applications. Vol. 2, System Research Institute, Polish Academy of Science, 2008, 249–256.
  263. Shannon A., E. Sotirova, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, L. C. Jang, Dong-Jin Kang, S. H. Rim, A Note on Generalized Net Model of E-learning Evaluation Associated with Intuitionistic Fuzzy Estimations. International Journal of Fuzzy Logic and Intelligent Systems, Vol. 6, No. 1, 2006, 6–9.
  264. Shannon A., E. Sotirova, K. Atanassov, M. Krawczak, N. Ralev, A Generalized Net Model of the Informational Process in an Abstract University. Issues in Intuitionistic Fuzzy Sets and Generalized Nets (K. Atanassov, J. Kacprzyk, M. Krawczak, Eds.), Wydawnictwo WSISiZ, Warszawa, 2004, 41–47.
  265. Shannon A., E. Sotirova, G. Inovska, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, A Generalized Net Model of University Subjects Rating with Intuitionistic Fuzzy Estimations. Notes on Intuitionistic Fuzzy Sets, Vol. 18, 2012, No. 3, 61–67.
  266. Shannon, A., E. Sotirova, M. Hristova, T. Kim, Generalized Net Model of a Student’s Course Evaluation with Intuitionistic Fuzzy Estimations in a Digital University. Proceedings of the Jangjeon Mathematical Society, 13 (1), 31–38.
  267. Shannon A., E. Sotirova, I. Petrounias, K. Atanassov, M. Krawczak, P. Melo-Pinto, T. Kim, A Generalized Net Model of the University Electronic Archive with Intuitionistic Fuzzy Estimations of the Searched Information. Issues in Intuitionistic Fuzzy Sets and Generalized Nets (K. Atanassov, J. Kacprzyk, M. Krawczak, E.Szmidt, Eds.), Vol. 4, Wydawnictwo WSISiZ, Warszawa, 2007, 75–88.
  268. Shannon A., J. Sorsich, K. Atanassov, Generalized Nets in Medicine, Sofia, Academic Publishing House “Marin Drinov”, 1996, ISBN 954-430-501-7.
  269. Shannon A., J. Sorsich, K. Atanassov, N. Nikolov, P. Georgiev, Generalized Nets in General and Internal Medicine, Academic Publishing House “Marin Drinov”, 2000, ISBN 954-430-703-6.
  270. Sotirov S., Modeling the Algorithm Backpropagation for Learning of Neural Networks with Generalized Nets Part 1. 4th International Workshop on Generalized Nets, Sofia, 23 Sept. 2003, 61–67.
  271. Sotirov S., Modeling the Algorithm Backpropagation for Learning of Neural Networks with Generalized Nets Part 2. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 3, 2006, 65–70.
  272. Sotirov S., Generalized Net Model of the Accelerating Backpropagation Algorithm. Jangjeon Mathematical Society, 2006, 217–225.
  273. Sotirov S., Generalized Net Model of the ART Neural Networks. Part3. Developments in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related topics. Vol. II: Applications, System Research Institute, Polish Academy of Science, Warsaw, 2008, 257–246.
  274. Sotirov S., Modeling Distributed Time-Delay Neural Network by Generalized net. Development in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and related topics. Applications. Vol. II, System Research Institute, Polish Academy of Science, Warsaw, 2010, 231–238.
  275. Sotirov S., Generalized Net Model of Iris Recognition Using Neural Networks. Annual of Informatics Section, Union of Scientists in Bulgaria, Vol.4, 2011, 127–132.
  276. Sotirov S., Modeling the Backpropagation Algorithm of the Elman Neural Network by Generalized Net. In: Proceedings of the 13th International Workshop on Generalized Nets, London, 2012, 49–55.
  277. Sotirov S., K. Atanassov, Generalized Nets in Artificial Intelligence. Vol. 6: Generalized Nets and Supervised Neural Networks, “Prof. M. Drinov” Academic Publishing House, Sofia, 2012.
  278. Sotirov S., K. Atanassov, M. Krawczak, Generalized Net Model for Parallel Optimization of Feed-Forward Neural Network with Variable Learning Rate Backpropagation Algorithm with Time Limit. Intelligent Systems: From Theory to Practice (V. Sgurev, M. Hadjiski, J. Kacprzyk, Eds.), Studies in Computational Intelligence, Vol. 299, Springer, Berlin, 2010, 361–371.
  279. Sotirov S., V. Kodogiannis, Generalized Net Model of the Grossberg Neural Networks. Part 2. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 5, School of Information Technology, Warsaw, 2007, 130–138.
  280. Sotirov S., M. Krawczak, Modeling theWork of Self-Organizing Neural Network with Generalized Nets, Issue on Intuitionistic Fuzzy Sets and Generalized nets, Vol. 3, Warsaw, 2006, 57–64.
  281. Sotirov S., M. Krawczak, Generalized Net Model of the ART Neural Networks. Part 1. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 7, Warszawa, 2008, 67–74.
  282. Sotirov S., M. Krawczak, Generalized Net Model of the ART Neural Networks. Part 2. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 7, Warszawa, 2008, 75–82.
  283. Sotirov S., M. Krawczak, Modelling Layered Digital Dynamic Network by a Generalized Net. Issues in intuitionistic fuzzy sets and generalized nets, Vol. 9, Warsaw, 2011, 84–91.
  284. Sotirov S., M. Krawczak, Generalized Net Model for Parallel Optimization of Multilayer Perceptron with Conjugate Gradient Backpropagation Algorithm. New Developments in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and related topics. Foundations. Vol. I, System Research Institute, Polish Academy of Science, Warsaw, 2012, 179–190.
  285. Sotirov S., M. Krawczak, K. Atanassov, Generalized Net Model for Parallel Optimization of Multilayer Perceptron with Momentum Backpropagation Algorithm. Proceedings of the 2010 IEEE International Conference on Intelligent Systems (IS 2010), London, 7-9 July 2010, 281–285.
  286. Sotirov S., M. Krawczak, K. Atanassov, Modelling of Brain–State–in–a–Box Neural Network with a Generalized Net. In: New Trends in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics, Vol. 2, Applications, SRI, Polish Academy of Sciences, 2013, 153–159.
  287. Sotirov S., M. Krawczak, V. Kodogiannis, Generalized Nets Model of the Grossberg Neural Network. Part 1. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 4, Warszawa, 2004, 27–34.
  288. Sotirov S., E. Sotirova, M. Krawczak, Application of Data Mining in Digital University: Multilayer Perceptron for Lecturer’s Evaluation with Intuitionistic Fuzzy Estimations. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 8, Warsaw, Poland, 2010, 102–107.
  289. Sotirova E., Classification of the Students’ Intuitionistic Fuzzy Estimations by a 3-dimensional Self-Organizing Map. Seventh International Workshop on Intuitionistic Fuzzy Sets, Banska Bystrica, Slovakia, NIFS 17 (2011), 4, 27 September 2011, 39–44.
  290. Sotirova E., K. Atanassov, P. Chountas, Generalized Nets as Tools for Modelling of Open, Hybrid and Closed Systems: an Example with an Expert System. Advanced Studies on Contemporary Mathematics, Vol. 13, 2006, No. 2, 221–234.
  291. Sotirova E., V. Bureva, S. Sotirov, A Generalized Net Model for Evaluation Process using Intercriteria Analysis Method in the University. Imprecision and Uncertainty in Information Representation and Processing, Studies in Fuzziness and Soft Computing, Vol. 332, Springer, 2016, 389–399.
  292. Sotirova E., Kr. Dimitrova, R. Papancheva, A Generalized Net Model for Analysis of a Student’s Evaluations by Data Mining Techniques in the E-learning University. Proceedings of the 10th International Workshop on Generalized Nets, Sofia, 2009, 41–46.
  293. Sotirova E., D. Orozova, Generalized Net Model of the Phases of the Data Mining Process. Developments in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics. Vol. II: Applications, Warsaw, Poland, 2010, 247–260.
  294. Sotirova E., T. Petkov, M. Krawczak, Generalized Net Modelling of the Intuitionistic Fuzzy Evaluation of the Quality Assurance in Universities. Advances in Fuzzy Logic and Technology 2017, Advances in Intelligent Systems and Computing, Vol. 643, 2017, 341–347.
  295. Sotirova E., T. Petkov, S. Surchev, M. Krawczak, Generalized Net Model of Clustering with Self-Organizing Map. Developments in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics: Foundations and Applications, Warsaw, Poland, 2011, 239–244.
  296. Sotirova E., S. Sotirov, G. Gordon, I. Dimitrov, I. Jonova, V. Bineva, Generalized Net Model of the Students’ Knowledge Assessments using Self-Organizing Map with Intuitionistic Fuzzy Estimations. New Developments in Fuzzy Sets, Intuitionistic Fuzzy Sets, Generalized Nets and Related Topics, Vol II: Applications, Warsaw, Poland, 2012, 235–242.
  297. Stefanova-Pavlova M., V. Andonov, V. Tasseva, A. Gateva, E. Stefanova, Generalized Nets in Medicine: An Example of Telemedicine for People with Diabetes. Imprecision and Uncertainty in Information Representation and Processing. Studies in Fuzziness and Soft Computing (Angelov P., Sotirov S., Eds), Vol. 332., Springer, Cham.
  298. Stefanova-Pavlova M., K. Atanassov, Generalized Net Models for Flexible Manufacturing Systems. Applications of generalized nets (K. Atanassov, Ed.), World Scientific Publ. Co., Singapore, 1993, 172-207.
  299. Stefanova-Pavlova M., K. Atanassov, Generalized Net Model of Tool Handling in Flexible Manufacturing Systems. Modelling, Measurement & Control, Vol. 19, 1999, No. 1, 2, 1–8.
  300. Stoeva S., K. Atanassov, Generalized Nets Representation of Production Systems Interpreters. Proceedings of the 15th Spring Conference of the Union of Bulg. Math., Sunny Beach, April 1986, 456–464.
  301. Stratiev D., I. Marinov, T. Pencheva, K. Atanassov, Generalized Net Model of an Oil Refinery. Proceedings of the 12th International Workshop on Generalized Nets, Burgas, Bulgaria, June 17, 2012, 10–16, ISSN 1313-6860.
  302. Surchev S., S. Sotirov, Modeling Verification Process in Neural Network Multilayer Perceptron with Generalized Net. Annual of “Informatics” Section, Union of Scientists in Bulgaria, Vol. 6, 2013, 39–45.
  303. Surchev S., S. Sotirov, Modeling the Process of Face Recognition with Pattern Neural Network Using a Generalized Net. Intelligent Systems’ 2014, Advances in Intelligent Systems and Computing, Springer, Volume 323, 2015, 693–702.
  304. Surchev S., S. Sotirov, W. Korneta, Bio–inspired Artificial Intelligence: A Generalized Net Model of the Regularization Process in MLP. International Journal BIOautomation 17(3), 2013, 151–158.
  305. Surchev S., S. Sotirov, M. Krawczak, I. Vardeva, Generalized Net Model of the Levenberg–Marquardt Training Algorithm of Neural Networks. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, SRIPAS, Vol. 11, 2014, 32–41, ISBN: 978-83-61551-10-2.
  306. Szmidt E., J. Kacprzyk, K. Atanassov, A Generalized Net Describing a Process of Decision Making with Intuitionistic Fuzzy Expert Scores. Proceedings of the 10th International Conference on Intuitionistic Fuzzy Sets (K. Atanassov, J. Kacprzyk, Eds), Sofia, 28-29 October 2006, Notes on Intuitionistic Fuzzy Sets, Vol. 12, 2006, No. 3, 15–19.
  307. Todorova L., K. Atanassov, E. Szmidt, J. Kacprzyk, Intuitionistic Fuzzy Generalized Net for Decision Making with Voronoi’s Diagrams. Issues in Intuitionistic Fuzzy Sets and Generalized Nets (K. Atanassov, J. Kacprzyk, M. Krawczak, E. Szmidt, Eds.), Vol. 4, Wydawnictwo WSISiZ, Warszawa, 2007, 15–26.
  308. Todorova L., P. Georgiev, P. Vassilev, E. Szmidt, A GN Model for Simultaneous Calculation of Estimates for Pattern Recognition Problems in Medicine. A Survey of Generalized Nets (E.Y.H. Choy, M. Krawczak, A. Shannon, E. Szmidt, Eds.), Raffles KvB Monograph No. 10, Sydney, 2007, 141–165. ISBN 0-9578457-8-2
  309. Todorova L., V. Ignatova, L. Haralanov, Generalized Net Model for Diagnosis of Multiple Sclerosis. Proceedings of 12th International Workshop on Generalized Nets, 17 June 2012, Burgas, 32–38.
  310. Todorova L., V. Ignatova, S. Hadjitodorov, P. Vassilev, GN Model for Monitoring the Degree of Disability in Patients with Multiple Sclerosis Based on Neurophysiologic Criteria. Studies in Fuzziness and Soft Computing, 2016, ISSN: 1434-9922
  311. Todorova L., P. Vassilev, P. Georgiev, Generalized Net Model of Aggregation Algorithm for Intuitionistic Fuzzy Estimates of Classification. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 5, 2007, 54–63, ISBN 987-83-88311-90-1.
  312. Todorova L., P. Vassilev, V. Ignatova, A Generalized Net Model for Assessment of the Degree of Disability in Patients with Multiple Sclerosis Based on the Abnormalities of Visual Evoked Potentials. Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 10, 2013, 173–182, ISBN 978-83-61551-08-9.
  313. Todorova L., P. Vassilev, M. Matveev, V. Krasteva, I. Jekova, S. Hadjitodorov, G. Georgiev, S. Milanov, Generalized Net Model of a Protocol for Weaning from Mechanical Ventilation. Comptes rendus de l’Academie bulgare des Sciences, 66, 2013, No 10, 1385–1393
  314. Todorova L., P. Vassilev, J. Surchev, Diagnostic Method before Implantation of Cerebrospinal Fluid Draining Shunt in Infants. A Generalized Net Model. 13-th InternationalWorkshop on Generalized Nets, London, 29 October 2012, 77–82, ISSN 1313-6860.
  315. Toleva S., K. Atanassov, T. Fukuda, A Generalized Net Model of an Industrial Robot. Issues in Intuitionistic Fuzzy Sets and Generalized Nets (K. Atanassov, J. Kacprzyk, M. Krawczak, Eds.), Vol. 2, Wydawnictwo WSISiZ, Warszawa, 2004, 29–36.
  316. Traneva V., V. Bureva, E. Sotirova, K. Atanassov, Index Matrices and OLAP-cube. Part 1: Application of the Index Matrices to Presentation of Operations in OLAP-cube. Advanced Studies in Contemporary Mathematics, Vol. 27, 2017, No. 2, 253–278.
  317. Trifonov T., K. Atanassov, On some Generalized Net Models of Multiagent Systems. Ministerului Educatiei si Cercetarii, Vol. VII, 2002, Nr. 37, 49–52.
  318. Trifonov T., K. Atanassov, On some Generalized Net Models of Multiagent Systems (Part 1). Issues in Intuitionistic Fuzzy Sets and Generalized Nets (K. Atanassov, J. Kacprzyk, M. Krawczak, Eds.), Vol. 2, Wydawnictwo WSISiZ, Warszawa, 2004, 59–66.
  319. Valkov I., K. Atanassov, L. Doukovska, Generalized Nets as a Tool for Modeling of the Urban Bus Transport. Flexible Query Answering Systems (H. Christiansen, H. Jaudoin, P. Chountas, T. Andreasen, H. L. Larsen, Eds.), Lecture Notes in Artificial Intelligence, Vol. 10333, Springer, Cham, 2017, 276–285.
  320. Vardeva I., K. Atanassov, Generalized Net Model for Protection of Patients’ Personal E-Data, Transmitted Between Healthcare Information Systems over the Internet. Comptes Rendus de l’Academie Bulgare des Sciences, Tome 65, No. 3, 2012, 291–298.
  321. Vassilev P., L. Todorova, Generalized Net Model of a K-Nearest Neighbor Rule Pattern Recognition Algorithm for the Case of Intuitionistic Fuzzy Sets. 10th International Workshop on Generalized Nets, Sofia, 5 December 2009, 8–13.
  322. Witten I., E. Frank, M. Hall, Data Mining: Practical Machine Learning Tools and Techniques, Morgan Kaufmann, 3rd Edition, ISBN: 9780123748560
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