A Data Mining Approach for Prediction Modeling Using Association rule

Sarkhel Karim - University of Halabja Halabja, Sulaymaniyah, Kurdistan, Iraq
Rzgar Raza - University of Human Development, Sulaymaniyah, Kurdistan, Iraq


Citation Format:



DOI: http://dx.doi.org/10.30630/joiv.3.3.264

Abstract


   In the present work, a data mining approach is highlighted, a prediction optimization data mining approach association rule is chosen for performing prediction modeling in a supermarket application, a data mining prediction analysis model is formulated based on association rule is presented in this work.  The result of the model formulated is then compared with the result produced on the similar set of input on the traditional optimization problems. While comparing the results it was observed that the result produced by the presented model is much closer to the reality.


Keywords


data mining,prediction

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References


S. S. S. R. H. M. Maike Krause-Traudes1, "Spatial data mining for retail sales forecasting," 11th AGILE International Conference on Geographic Information Science, pp. 1--11, 2008.

B. G. W. a. M. Mateas, "A Data Mining Approach to Strategy Prediction," Computational Intelligence and Games, 2009. CIG 2009. IEEE Symposium on, pp. 140--147, 2009.

W. J. a. P.-S. G. a. M. C. J. Frawley, "Knowledge discovery in databases: An overview," AI magazine, vol. 13, p. 57, 1992.

S. a. P. S. K. a. M. P. Mitra, "Data mining in soft computing framework: a survey," IEEE, vol. 13, pp. 3--14, 2002.

J. a. V. d. P. D. Burez, "Handling class imbalance in customer churn prediction," Elsevier, vol. 36, pp. 4626--4636, 2009.

I. B. (. M. K. Ryszad S. Michalski (Editor), Machine Learning and Data Mining: Methods and Applications, Wiley, 1998.

S. R. Ahmed, "Applications of Data Mining in Retail Business," IEEE, 2004.

J. a. G. M. a. T. M. Garcke, "Data Mining for the category management in the retail market," springer, p. Springer, 2010.

B. K. a. P. S. Bhardwaj, "Data Mining: A prediction for performance improvement using classification," arXiv preprint arXiv:1201.3418, 2012.

K. B.Santhosh Kumar, "Implementation of Web Usage Mining Using APRIORI and FP Growth Algorithms," Int. J. of Advanced Networking and Applications, vol. 01, no. 06, pp. 400-404, 2010.