Shihua Zhang
Scholar

Shihua Zhang

Google Scholar ID: 81AqAAYAAAAJ
Professor of Academy of Mathematics and Systems Science, Chinese Academy of Sciences
Bioinformatics - Deep Learning - Machine Learning - Data Science
Citations & Impact
All-time
Citations
4,696
 
H-index
33
 
i10-index
76
 
Publications
20
 
Co-authors
18
list available
Contact
No contact links provided.
Publications
20 items
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Background
  • Research interests span bioinformatics and computational biology (genomics, epigenetics, network biology) and data science (machine learning, optimization, statistical models and algorithms).
  • Focuses on developing computational methods to analyze large-scale biological datasets and discover novel biological patterns.
  • Specializes in joint low-rank models for multi-view or multi-modal data and explores the underlying relationship between deep learning and low-rank models.
  • Works on cancer genomics by integrating multi-omics data to uncover driver pathways, molecular mechanisms, and to enable tumor classification and clinical outcome prediction.
  • Develops computational approaches in epigenetics to analyze genome-wide chromatin modification maps across cell types, revealing combinatorial patterns and functional DNA elements.
  • Engages in network biology and network science, applying network-based tools to address biological questions.