Yaohua Hu - Software

Matlab

  • LpRGNI (Lp Regularization for Gene Network Inference)
    - An Matlab tool for predicting gene regulatory network by using the LASSO-type estimators, including the ell_0, ell_1 and ell_{1/2} regularization models, and from both high-throughput gene expression data and transcription factor.
    - Reference:

    • J. Qin, Y. Hu, F. Xu, H. K. Yalamanchili and J. Wang, Inferring gene regulatory networks by integrating ChIP-seq/chip and transcriptome data via LASSO-type regularization methods, Methods, 67: 294-303, 2014. [link]

R

  • GSparO (Group Sparse Optimization)
    - An R pacakage for solving the ell_{p,q} regularization of group sparse optimization problem by implementing the proximal gradient algorithm.
    - Reference:

    • Y. Hu, C. Li, K. Meng, J. Qin and X. Yang, Group sparse optimization via ell_{p,q} regularization, Journal of Machine Learning Research, 18(30): 1-52, 2017. [link]

Webserver

  • CrusTF (Crustacean Transcription Factors)
    - A comprehensive resource for evolutionary and functional studies of crustacean transcription factors.
    - Reference:

    • J. Qin, Y. Hu, K. Ma, X. Jiang, C. Ho, L. Tsang, L. Yi and K. Chu, CrusTF: A comprehensive resource for evolutionary and functional studies of crustacean transcription factors, BMC Genomics, 18(1): 908, 2017. [link]