Fuzzy clustering ensemble by optimization approach based on clustering reliability
الموضوعات : مجله بین المللی ریاضیات صنعتی
Behrouz Minaei-Bidgoli
1
(Computer Engineering Department, Iran aUniversity of Science and Technology, Tehran, Iran)
Ali Bagherinia
2
(Department of Computer Engineering, Science and Research Branch, ,Islamic Azad university, Tehran, Iran)
Mehdi Hossinzadeh
3
(Iran University of Medical Sciences, Tehran, Iran
Computer Science, University of Human Development, Sulaimaniyah, Iraq)
Hamid Parvin
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).
