Adjustment of an Intensive Care Unit (ICU) Data in Fuzzy C-Regression Models

  • Mohd Saifullah Rusiman UTHM
  • Robiah Adnan UTM
  • Efendi Nasibov DEU
  • Kavikumar Jacob UTHM
Keywords: analytical hierarchy process (AHP), fuzzy c-means (FCM) model, fuzzy c-regression models (FCRM), mean square error (MSE)

Abstract

This research is an attempt to present a proper methodology in data modification by using analytical hierarchy process (AHP) technique and fuzzy c-mean (FCM) model. The continuous data were built from binary data using analytical hierarchy process (AHP). Whereas, the binary data were created from continuous data using fuzzy cmeans (FCM) model. The models used in this research are fuzzy c-regression models (FCRM). A case study in scale of health at an intensive care unit (ICU) ward using the AHP, FCM model and FCRM models was carried out. There are six independent variables involved in this study. There are four cases considered as a result of using AHP technique and FCM model toward independent data. After comparing the four cases, it was found that case 4 appeared to be the best model, having the lowest mean square error (MSE). The original data have the MSE value of 97.33, while the data of case 4 have MSE by 83.48. This means that the AHP technique can lower the MSE, while the FCM model cannot lower the MSE in modelling scale of health in the ICU. In other words, it can be claimed that the AHP technique can increase the accuracy of modelling prediction.

Author Biographies

Mohd Saifullah Rusiman, UTHM
Faculty of Science, Technology and Human Development, Universiti Tun Hussein
Onn Malaysia, 86400 Parit Raja, Batu Pahat, Johor, Malaysia
Robiah Adnan, UTM
Faculty of Science, Universiti Teknologi Malaysia Skudai, 81310 Skudai,
Johor Bahru, Johor, Malaysia
Efendi Nasibov, DEU
Faculty of Science and Arts, Dokuz Eylul University, Tinaztepe Campus,
35160 Buca, Izmir, Turkey
Kavikumar Jacob, UTHM
Faculty of Science, Technology and Human Development, Universiti Tun Hussein
Onn Malaysia, 86400 Parit Raja, Batu Pahat, Johor, Malaysia
Published
2012-12-20
How to Cite
Rusiman, M. S., Adnan, R., Nasibov, E., & Jacob, K. (2012). Adjustment of an Intensive Care Unit (ICU) Data in Fuzzy C-Regression Models. Journal of Science and Technology, 4(2). Retrieved from https://publisher.uthm.edu.my/ojs/index.php/JST/article/view/606
Section
Articles