| Title of paper:
|
Generalized net of the process of association rules discovery by Eclat algorithm using weather databases
|
| Author(s):
|
| Veselina Bureva
|
| "Prof. Asen Zlatarov" University, 1 “Prof. Yakimov” Blvd, Burgas–8010, Bulgaria
|
| vesito_ka@abv.bg
|
| Evdokia Sotirova
|
| Prof. Asen Zlatarov” University, 1 “Prof. Yakimov” Blvd, Burgas–8010, Bulgaria
|
| esotirova@btu.bg
|
|
| Presented at:
|
13th IWGN, Burgas, 30 November 2013
|
| Published in:
|
Conference proceedings, pages 1—10
|
| Download:
|
 PDF (158 Kb, File info)
|
| Abstract:
|
In the present paper, a Generated net mode
l is constructed to determine the possibility
of forest fire by association rules. To model the process, we use frequent pattern mining by the
Eclat algorithm. A pattern is considered to be freq
uent when it occurs in the data more often than
a predefined minimum support frequency. Frequent pattern mining is a step of the process of
association rules discovery. Eclat algorithm uses
vertical data format for generating frequent
patterns, with associative rules having the
If A then B
form. The proposed Generated net model
should both fit well the input metrological observat
ions, and correctly predict previously unknown
weather parameters. It can be used for monitoring
of the possibility of fire via frequent pattern
mining depending on metrological conditions.
|
| Keywords:
|
Generalized Net,
Association rules, Weather databases, Frequent pattern mining, Data Mining, Knowledge Discovery.
|
| AMS Classification:
|
68Q85, 62H30.
|
| References:
|
- Agrawal, R., Imielinski T., And Swami A., Mining Association Rules Between Sets Of Items In Large Databases, in Proceedings of ACM-SIGMOD Conference, Washington, DC, 1993
- Atanassov, K. Generalized Nets. World Scientific, Singapore, 1991.
- Atanassov, K. On Generalized Nets Theory. Prof. M. Drinov Academic Publishing House, Sofia, 2007.
- Bureva, V. Methods for extracting patterns from databases, Management and Education, University "Prof. Asen Zlatarov", Burgas, Vol. 8 (4), 2012, 255–258 (in Bulgarian).
- Bureva, V. Algorithms for associative rule mining, Management and Education, University "Prof. Asen Zlatarov", Burgas, Vol. 9 (6) 2013, 121–128 (in Bulgarian).
- 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).
- Bureva, V. Generalized model of the process of the creating the association rules using Frequent Pattern-Growth Method, Annual of “Informatics” Section Union of Scientists in Bulgaria, 2013 (in bulgarian, in press).
- Ghosh, S., Nag, A., Biswas, D., Singh, J.P., Biswas, S., Sarkar, D., Sarkar, P.P., Weather Data Mining using Artificial Neural Network,
Recent Advances in Intelligent Computational Systems (RAICS), IEEE, 2011, 192–195.
- TKaur, G., Meteorological Data Mining Techniques: A Survey, International Journal of Emerging Technology and Advanced Engineering, Volume 2, Issue 8, August 2012, 325–327. http://www.ijetae.com/files/Volume2Issue8/IJETAE_0812_56.pdf
- Todorova, M. Verification of Procedural Programs via Building their Generalized Nets Models. Proceedings of the 41. Spring Conference of the Union of Bulgarian Mathematicians, Mathematics and Education in Mathematics, 2012, 259–265.
- Trifonov, T., K. Georgiev, K. Atanassov. Software for modelling with Generalised Nets, Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 6, 2008, 36–42.
|
| 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.
|
|
