Method of Association Rules Mining and Its Application in Analysis of Seawater Samples

Authors

  • Qiuhong Sun Hebei University of Science and Technology; Hebei Normal University
  • Xinhang Xu State Grid Hebei Electric Power Research Institute
  • Yonghong Liu State Grid Hebei Electric Power Research Institute
  • Hongtao Zhang State Grid Hebei Electric Power Research Institute

DOI:

https://doi.org/10.3991/ijoe.v14i05.8648

Keywords:

Data mining, Association Rules, Immune Genetic Algorithm (IGA), Potential Data

Abstract


This paper aims to set up new rules for processing seawater quality monitoring data collected by photoelectric sensor network, and mine out the useful information contained in the data. For this purpose, the immune algorithm was introduced to the classical genetic algorithm, the fitness function was designed, and the crossover and mutation probabilities were adjusted, thus creating the adaptive immune genetic algorithm (IIGA). The new algorithm was described in details and applied in an actual case. Through the comparison between the IIGA, IGA and apriori algorithms, the author concluded that the IIGA not only shortened the mining time, but also ensured the operation accuracy. The research findings are of great importance to the association rules mining in various fields.

Author Biographies

Qiuhong Sun, Hebei University of Science and Technology; Hebei Normal University

Qiuhong Sun is a teacher of Hebei University of Science and Technology, Shijiazhuang 050000, China. And also works for Hebei Normal University, Shijiazhuang 050024, China. She works in the data analysis and evaluation for a long time.

Xinhang Xu, State Grid Hebei Electric Power Research Institute

Xinhang Xu works in State Grid Hebei Electric Power Research Institute, Shijiazhuang 050021, China. He often works in big data analysis, neural networks and algorithmic design.

Yonghong Liu, State Grid Hebei Electric Power Research Institute

Yonghong Liu works in State Grid Hebei Electric Power Research Institute, Shijiazhuang 050021, China. He works in data cleaning, data classification and programming.

Hongtao Zhang, State Grid Hebei Electric Power Research Institute

Hongtao Zhang works in State Grid Hebei Electric Power Research Institute, Shijiazhuang 050021, China. He often works in decision tree, algorithm research and logic design.

Downloads

Published

2018-05-25

How to Cite

Sun, Q., Xu, X., Liu, Y., & Zhang, H. (2018). Method of Association Rules Mining and Its Application in Analysis of Seawater Samples. International Journal of Online and Biomedical Engineering (iJOE), 14(05), pp. 172–183. https://doi.org/10.3991/ijoe.v14i05.8648

Issue

Vol. 14 No. 05 (2018)

Section

Papers

License

The submitting author warrants that the submission is original and that she/he is the author of the submission together with the named co-authors; to the extend the submission incorporates text passages, figures, data or other material from the work of others, the submitting author has obtained any necessary permission.
Articles in this journal are published under the Creative Commons Attribution Licence (CC-BY What does this mean?). This is to get more legal certainty about what readers can do with published articles, and thus a wider dissemination and archiving, which in turn makes publishing with this journal more valuable for you, the authors.
By submitting an article the author grants to this journal the non-exclusive right to publish it. The author retains the copyright and the publishing rights for his article without any restrictions.