Mining Gene Expression Profile with Missing Values: An Integration of Kernel PCA and Robust Singular Values Decomposition

• Main Authors: Islam, Md. Saimul, Hoque, Md. Aminul, Islam, Md. Sahidul, Ali, Mohammad, Hossen, Md. Bipul, Binyamin, Md., Merican, Amir Feisal, Akazawa, Kohei, Kumar, Nishith, Sugimoto, Masahiro
• Format: Article
• Published: Bentham Science Publishers 2018
• Subjects: HA Statistics; QH Natural history
• Online Access: http://eprints.um.edu.my/24087/; https://doi.org/10.2174/1574893613666180413151654

Background: Gene expression profiling and transcriptomics provide valuable information about the role of genes that are differentially expressed between two or more samples. It is always important and challenging to analyse High-throughput DNA microarray data with a number of missing values under va...