robustness

Robust and Efficient Biomolecular Clustering of Tumor Based on p -Norm Singular Value Decomposition

Author(s): Xiang-Zhen Kong, Jin-Xing Liu, Chun-Hou Zheng, Mi-Xiao Hou, Juan Wang
Robust and Efficient Biomolecular Clustering of Tumor Based on p -Norm Singular Value Decomposition 215 235 Transactions on NanoBioscience (TNB)

High dimensionality has become a typical feature of biomolecular data. In this paper, a novel dimension reduction method named p-norm singular value decomposition (PSVD) is proposed to seek the low-rank…

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Block-Constraint Robust Principal Component Analysis and its Application to Integrated Analysis of TCGA Data

Author(s): Jin-Xing Liu, Ying-Lian Gao, Chun-Hou Zheng, Yong Xu, Jiguo Yu
Block-Constraint Robust Principal Component Analysis and its Application to Integrated Analysis of TCGA Data 215 259 Transactions on NanoBioscience (TNB)

The Cancer Genome Atlas (TCGA) dataset provides us more opportunities to systematically and comprehensively learn some biological mechanism of cancers formation, growth and metastasis. Since TCGA dataset includes heterogeneous data,…

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