BENJAMIN, Josephine Bernadette M.

BENJAMIN, Josephine Bernadette M.

Academic Qualifications

Research Highlights

Research Interests

Academic Qualifications

Degrees

  • Doctor of Philosophy in Applied Mathematics, Chung Yuan Christian University, Taiwan, R.O.C., 2021
  • Master of Science in Mathematics, University of Santo Tomas, Manila, Philippines, 1996
  • Bachelor of Science in Engineering major in Industrial Engineering, University of Santo Tomas, Manila Philippines, 1986

Research Highlights

  • Formulating mathematical models for clustering datasets that includes feature selection and reduction with applications in the field of bioinformatics, sciences, chemistry, medical field, pattern recognition, image processing, machine learning, and others

Research Interests

  • Clustering Analysis 
  • Statistical Analysis   
  • Regression Analysis 
  • Time Series Analysis

Courses Handled

Major Recognitions

Professional Activities

Courses Handled

  • Differential Calculus 
  • Differential Equations 
  • Integral Calculus 
  • Linear Algebra 
  • Mathematical Modelling 
  • Numerical Analysis 
  • Operations Research 
  • Statistics 
  • Theory Probability 

Major Recognitions

  

Professional Activities

  

Selected Publications

Selected Publications

  • Possibilistic C-Means Clustering on Directional Data. In 2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI) (pp. 1-6). IEEE. 2019
  • Feature-Weighted Possibilistic c-Means Clustering With a Feature-Reduction Framework. IEEE Transactions on Fuzzy Systems29(5), (2020) pp.1093-1106 
  • Weighted Multi-View Possibilistic C-means with L2 Regularization, 2021 DOI 10.1109/TFUZZ.2021.3058572, IEEE Transactions on Fuzzy Systems

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