Shan Zhang, Sijia Liu, et al.
IEEE TSP
Data on genome organization and output over time, or the 4D Nucleome (4DN), require synthesis for meaningful interpretation. Development of tools for the efficient integration of these data is needed, especially for the time dimension. We present the ‘4DNvestigator’, a user-friendly network-based toolbox for the analysis of time series genome-wide genome structure (Hi-C) and gene expression (RNA-seq) data. Additionally, we provide methods to quantify network entropy, tensor entropy, and statistically significant changes in time series Hi-C data at different genomic scales.
Shan Zhang, Sijia Liu, et al.
IEEE TSP
Pin-Yu Chen, Cho-Jui Hsieh, et al.
KDD 2022
Pin-Yu Chen, Sijia Liu
KDD 2019
Jie Chen, Sijia Liu, et al.
ICASSP 2018