View source for Issue:InterCriteria Analysis as a tool for analyzing Big Data datasets: Case study of 2021 national statistics of Bulgarian system of higher education

[[Category:Publications on intuitionistic fuzzy sets|{{PAGENAME}}]]
[[Category:Publications in Notes on IFS|{{PAGENAME}}]]
[[Category:Publications in 2022 year|{{PAGENAME}}]]
{{issue/title
 | title           = InterCriteria Analysis as a tool for analyzing Big Data datasets: Case study of 2021 national statistics of Bulgarian system of higher education
 | shortcut        = nifs/28/4/464-474
}}
{{issue/author
 | author          = Veselina Bureva
 | institution     = “Prof. Asen Zlatarov” University
 | address         = 1 “Prof. Yakimov” Blvd., Burgas – 8010, Bulgaria 
 | email-before-at = vbureva
 | email-after-at  = btu.bg
}}
{{issue/author
 | author          = Petar Petrov
 | institution     = “Prof. Asen Zlatarov” University
 | address         = 1 “Prof. Yakimov” Blvd., Burgas – 8010, Bulgaria 
 | email-before-at = peshopbs2
 | email-after-at  =  gmail.com 
}}
{{issue/author
 | author          = Vassia Atanassova
 | institution     = Dept. of Bioinformatics and Mathematical Modelling, Institute of Biophysics and Biomedical Engineering, Bulgarian Academy of Sciences 
 | address         = Acad. G. Bonchev Str., Block 105, 1113 Sofia, Bulgaria
 | email-before-at = vassia.atanassova
 | email-after-at  = biomed.bas.bg
}}
{{issue/author
 | author          = Ivo Umlenski
 | institution     = Dept. of Bioinformatics and Mathematical Modelling, Institute of Biophysics and Biomedical Engineering, Bulgarian Academy of Sciences 
 | address         = Acad. G. Bonchev Str., Block 105, 1113 Sofia, Bulgaria
 | email-before-at = ivo
 | email-after-at  = biomed.bas.bg
}}
{{issue/data
 | conference      = [[IWIFS|International Workshop on Intuitionistic Fuzzy Sets]], founded by Prof. [[Beloslav Riečan]], 2 December 2022, Banská Bystrica, Slovakia
 | issue           = [[Notes on Intuitionistic Fuzzy Sets/28/4|Notes on Intuitionistic Fuzzy Sets, Volume 28 (2022), Number 4]], pages 464–474
 | doi             = https://doi.org/10.7546/nifs.2022.28.4.464-474
 | file            = NIFS-28-4-464-474.pdf
 | format          = PDF
 | size            = 1356
 | abstract        = In the paper, the intuitionistic fuzzy sets based InterCriteria Analysis (ICA) and big data systems are applied to the 2021 dataset of the National Statistical Institute with respect to the Bulgarian system of higher education. The results are produced using the Big Data platform ''Hortonworks'' and the ICA software ''ICrAData''. Discussion is presented on the discovered relationships regarding tendencies between enrolled and graduated students, and teaching staff.
 | keywords        = InterCriteria Analysis, Big Data, Students, Education.
 | ams             = 03E72.
 | references      = 
# Atanassov, K., Atanassova, V., & Gluhchev, G. (2015). [[Issue:InterCriteria Analysis: Ideas and problems|InterCriteria Analysis: Ideas and problems]]. Notes on Intuitionistic Fuzzy Sets, 21(1), 81–88.
# Atanassov, K., & Bureva, V. (2022). Two new operations over extended index matrices and their applications in Big Data. Proceedings of 17th Conference on Computer Science and Intelligence Systems (FedCSIS), 2022, 1–6.
# Atanassov, K., Mavrov, D., & Atanassova, V. (2014). 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, 11, 1–8.
# Atanassova, V., Doukovska, L., Michalikova, A., & Radeva, I. (2016). [[Issue:Intercriteria analysis: From pairs to triples|Intercriteria analysis: From pairs to triples]]. Notes on Intuitionistic Fuzzy Sets, 22(5), 98–110.
# Atanassova, V., Mavrov, D., Doukovska, L., & Atanassov, K. (2014). Discussion on the threshold values in the InterCriteria Decision Making approach. Notes on Intuitionistic Fuzzy Sets, 20(2), 94–99.
# Atanassova, V., & Vardeva, I. (2014). [[Issue:Sum- and average-based approach to criteria shortlisting in the InterCriteria Analysis|Sum- and average-based approach to criteria shortlisting in the InterCriteria Analysis]]. Notes on Intuitionistic Fuzzy Sets, 20(4), 41–46.
# Atanassova, V., Vardeva, I., Sotirova, E., & Doukovska, L. (2016). Traversing and ranking of elements of an intuitionistic fuzzy set in the intuitionistic fuzzy interpretation triangle, Chapter, Novel Developments in Uncertainty Representation and Processing, Vol. 401, Advances in Intelligent Systems and Computing, 161–174.
# Bureva, V. (2019/2020). Index Matrices as a Tool for Data Lakehouse Modelling. Annual of “Informatics” Section of the Union of Scientists in Bulgaria, 10, 81–105.
# Bureva, V. (2021). Overview of Big Data Systems. Annual of “Informatics” Section of the Union of Scientists in Bulgaria, 11, 1–14.
# Bureva, V., Michalíková, A., Sotirova, E., Popov, S., Riečan, B., & Roeva, O. (2017). [[Issue:Application of the InterCriteria Analysis to the universities rankings system in the Slovak Republic|Application of the InterCriteria Analysis to the universities rankings system in the Slovak Republic]]. Notes on Intuitionistic Fuzzy Sets, 23(2), 128–140.
# Bureva, V., Sotirova, E., & Panayotov, H. (2015–2016). The intercriteria decision making method to Bulgarian university ranking system. Annual of “Informatics” Section, Union of Scientists in Bulgaria, 8, 54–70.
# Bureva, V., Sotirova, E., Sotirov, S., & Mavrov, D. (2015). [[Issue:Application of the InterCriteria decision making method to Bulgarian universities ranking|Application of the InterCriteria decision making method to Bulgarian universities ranking]]. Notes on Intuitionistic Fuzzy Sets, 21(2), 111–117.
# Chorukova, E., Marinov, P., & Umlenski, I. (2021). Survey on Theory and Applications of InterCriteria Analysis Approach. In: Atanassov K.T. (eds) Research in Computer Science in the Bulgarian Academy of Sciences. Studies in Computational Intelligence, Vol. 934, pp. 453–469. Springer, Cham.
# Çuvalcıoğlu, G., Bureva, V., & Michalikova, A. (2019). [[Issue:Intercriteria analysis applied to university ranking system of Turkey|Intercriteria analysis applied to university ranking system of Turkey]]. Notes on Intuitionistic Fuzzy Sets, 25(4), 90–97.
# Doukovska, L., Atanassova, V., Sotirova, E., Vardeva, I., & Radeva, I. (2019). Defining consonance thresholds in InterCriteria analysis: An overview. In: Hadjiski, M., & Atanassov, K.T. (eds.). Intuitionistic Fuzziness and Other Intelligent Theories and Their Applications. Studies in Computational Intelligence, 757, 161–179. Springer, Cham.
# Ikonomov, N., Vassilev, P., & Roeva, O. (2018). ICrAData – Software for InterCriteria Analysis. International Journal Bioautomation, 22(1), 1–10.
# InterCriteria Analysis Portal (2022). Publications. Available online at: https://intercriteria.net/publications/
# InterCriteria Analysis Portal (2022). Software. Available online at: https://intercriteria.net/software/
# Krawczak, M., Bureva, V., Sotirova, E., & Szmidt, E. (2016). Application of the InterCriteria Decision Making Method to Universities Ranking. Novel Developments in Uncertainty Representation and Processing. Advances in Intelligent Systems and Computing Series, 401, 365–372, Springer, Cham. 
# Mavrov, D. (2015). [[Issue:Software for InterCriteria Analysis: Implementation of the main algorithm|Software for InterCriteria Analysis: Implementation of the main algorithm]]. Notes on Intuitionistic Fuzzy Sets, 21(2), 77–86.
# Mavrov, D. (2015-2016). Software for intercriteria analysis: Working with the results. Annual of “Informatics” Section, Union of Scientists in Bulgaria, 8, 37–44. 
# Orozova, D., & Popchev, I. (2020). Cyber-Physical-Social Systems for Big Data. Proceedings of the 21st Int. Symposium on Electrical Apparatus and Technologies (SiELA), 3-6 June 2020, Burgas, 334-337, DOI: 10.1109/SIELA49118.2020.9167161
# Parvathi, R., Atanassova, V., Doukovska, L., Yuvapriya, C., & Indhurekha, K. (2018). [[Issue:InterCriteria Analysis of rankings of Indian universities|InterCriteria Analysis of rankings of Indian universities]]. Notes on Intuitionistic Fuzzy Sets, 24 (1), 99–109.
# Popchev, I. & Georgieva, M. (2015). Sciencemetric Analysis in the “Big Data” Area. Scientific conference with International Participation “Horizons in the Development of Human Resources and Knowledge”, 12-14 June 2015, Burgas, Vol. 2, 469-476.
# Popchev, I., & Orozova, D. (2019). Towards Big Data Analytics in the e-Learning Space. Cybernetics and Information Technologies, 19(3), 16-24.
# Popchev, I., Orozova, D., & Stoyanov, S. (2019). IoT and Big Data Analytics in E-Learning. Proceedings of the 2019 IEEE Conference on Big Data, Knowledge and Control Systems Engineering (BdKCSE), 21-22 November 2019, Sofia, pp. 1-5, DOI: 10.1109/BdKCSE48644.2019.9010666. 
# Roeva, O., Vassilev, P., Ikonomov, N., Angelova, M., Su, J., & Pencheva, T. (2019). On Different Algorithms for InterCriteria Relations Calculation. Hadjiski, M., Atanassov, K. (eds). Intuitionistic Fuzziness and Other Intelligent Theories and Their Applications. Studies in Computational Intelligence, 757, 143–160. Springer, Cham. 
# Sotirova, E., & Shannon, A. (2015). [[Issue:Application of intercriteria analysis to the rankings of Australian universities|Application of intercriteria analysis to the rankings of Australian universities]]. Notes on Intuitionistic Fuzzy Sets, 21(4), 136–142.
# Sotirova, E., Bureva, V., Chountas, P., & Krawczak, M. (2016). [[Issue:An application of intercriteria decision making method to the rankings of universities in the United Kingdom|An application of intercriteria decision making method to the rankings of universities in the United Kingdom]]. Notes on Intuitionistic Fuzzy Sets, 22(3), 112–119.
# Traneva V., Tranev S., Szmidt E., Atanassov K. (2018) Three Dimensional Intercriteria Analysis over Intuitionistic Fuzzy Data. In: Kacprzyk J., Szmidt E., Zadrożny S., Atanassov K., Krawczak M. (eds) Advances in Fuzzy Logic and Technology 2017. EUSFLAT 2017, IWIFSGN 2017. Advances in Intelligent Systems and Computing, vol 643, pp. 442-449. Springer, Cham. 
# Tsankova, E. (2022). Higher schools, teaching staff, students enrolled and graduates by statistical zones, statistical regions and districts. National Statistics Institute of the Republic of Bulgaria. Available online at: https://nsi.bg/sites/default/
files/files/data/timeseries/Edu_3.8_en.xls

| citations       = 
 | see-also        = 
}}