Zhiyan Ding

I work in applied and computational mathematics, with a particular focus on numerical analysis in areas such as quantum computing, machine learning, and data science. A central theme of my research is developing a deep mathematical understanding of existing algorithms and designing new, principled ones. My interests span a broad range of topics in quantum computing and machine learning, such as quantum eigenvalue estimation, signal processing, quantum and classical optimization and sampling, and mean-field analysis.