Submit your research to the International Journal "Notes on Intuitionistic Fuzzy Sets". Contact us at nifs.journal@gmail.com

Call for Papers for the 27th International Conference on Intuitionistic Fuzzy Sets is now open!
Conference: 5–6 July 2024, Burgas, Bulgaria • EXTENDED DEADLINE for submissions: 15 APRIL 2024.

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

From Ifigenia, the wiki for intuitionistic fuzzy sets and generalized nets
Revision as of 00:43, 6 February 2021 by Velin S. Andonov (talk | contribs) (Created page with "{{PAGENAME}} {{PAGENAME}} Category:Publications in 2017 year|{{PAG...")
(diff) ← Older revision | Latest revision (diff) | Newer revision → (diff)
Jump to navigation Jump to search
shortcut
http://ifigenia.org/wiki/issue:issues/13/1-60
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.
Citations:

The list of publications, citing this article may be empty or incomplete. If you can provide relevant data, please, write on the talk page.