Fuzzy clustering ensemble by optimization approach based on clustering reliability
الموضوعات : مجله بین المللی ریاضیات صنعتیBehrouz Minaei-Bidgoli 1 , Ali Bagherinia 2 , Mehdi Hossinzadeh 3 , Hamid Parvin 4
1 - Computer Engineering Department, Iran aUniversity of Science and Technology, Tehran, Iran
2 - Department of Computer Engineering, Science and Research Branch, ,Islamic Azad university, Tehran, Iran
3 - Iran University of Medical Sciences, Tehran, Iran
Computer Science, University of Human Development, Sulaimaniyah, Iraq
4 - Department of Engineering, Mamasani Branch, ,Islamic Azad university, Mamasani, Iran
الکلمات المفتاحية: Fuzzy Clustering Ensemble, Fuzzy Clustering Reliability, Median Partition, Sequential Quadratic Programming,
ملخص المقالة :
In this paper, we convert the fuzzy clustering ensemble consensus function problem into an optimization problem based on the reliability-based co-association matrix that minimize distance between co-association matrix of final clustering and co-association matrix of base-clusterings in the ensemble. The optimization problem is a constrained nonlinear objective function and we solve it by sparse sequential quadratic programming (SSQP).
