Jiaqi Zhang

Jiaqi Zhang

PhD Student at Computer Science

Singh Lab

Brown University Department of Computer Science

Biography

I am a PhD candidate in the Department of Computer Science at Brown University and I work with Dr. Ritambhara Singh. My research interest is developing machine learning methods to explore complex structures inherent in single-cell measurement data. These structures, such as gene-gene coexpression networks and cellular dynamics, are critical to understanding the intricate processes of developmental biological systems. My work emphasizes creating scalable and efficient algorithms tailored to tackle challenges arising from real-world biological applications, ensuring that theoretical advancements translate effectively into practice. In particular, my current research project focuses on modelling cell developmental dynamics from temporal multi-modal single-cell data.

Before joining Brown, I received my bachelor’s degree in software engineering at Southeast University, China. I worked there with Dr. Beilun Wang mainly on developing statistical methods for graphical model structure estimation.

Interests
  • Single-cell analysis
  • Multi-modal integration
  • Model interpretation
  • Gene network
  • Probabilistic graphical model
  • Bayesian statistics
Education
  • PhD in Computer Science, 2021~present

    Brown University

  • BSc in Software Engineering, 2015~2020

    Southeast University, China

Contact

  • jiaqi_zhang2@brown.edu
  • 164 Angll St., Providence, RI 02906