Regulatory genes identification within functional genomics experiments for tissue classification into binary classes via machine learning techniques.

Journal: JPMA. The Journal of the Pakistan Medical Association
Published Date:

Abstract

OBJECTIVE: The aim of this study is to filter out the most informative genes that mainly regulate the target tissue class, increase classification accuracy, reduce the curse of dimensionality, and discard redundant and irrelevant genes.

Authors

  • Bushra Wazir
    Department of Statistics, Abdul Wali Khan University, Mardan, Pakistan.
  • Dost Muhammad Khan
    Department of Statistics, Abdul Wali Khan University, Mardan.
  • Umair Khalil
    Department of Statistics, Abdul Wali Khan University, Mardan.
  • Muhammad Hamraz
    Department of Statistics, Abdul Wali Khan University Mardan.
  • Naz Gul
    Department of Statistics, Abdul Wali Khan University, Mardan, Pakistan.
  • Zardad Khan
    Department of Mathematical Sciences, University of Essex, United Kingdom.