by U-M MICDE | Jan 20, 2025
My research interest lies in the intersection of signal processing, data science, machine learning, and numerical optimization. In particular, I am interested in computational methods for learning low-complexity models from high-dimensional data. The current research...
by U-M MICDE | Dec 18, 2024
The overarching goal of my research is to develop innovative data science methodologies that enable responsive, optimal, and intelligent decision-making in manufacturing. My work focuses on three interconnected research thrusts: (1) online process control and...
by U-M MICDE | Oct 6, 2024
Chaiti is a first year PhD student. She is interested in how remote sensing can be used to provide useful decision-making information for smallholder farmers in India, taking into account the various socioeconomic and climatic challenges they face. She has a...
by U-M MICDE | Oct 3, 2024
My research centers on understanding and advancing deep neural networks through optimization, low-dimensional modeling and other first principles. Recently I’m interested in diffusion models and multimodal LLMs, as well as their potential applications in scientific...
by U-M MICDE | Sep 3, 2024
The potential for quantum computers (QC) to solve complex problems exponentially faster than classical computers promises revolutionary advancements in data analysis, optimization, and encryption. Many problems fundamental to the disciplines of significance to society...
by U-M MICDE | Apr 5, 2024
Dr. Gideon Rothschild is an Assistant Professor in the Department of Psychology, the Kresge Hearing Research Institute and the Michigan Neuroscience Institute. He received his undergraduate degree in Computer Science and Computational Biology from the Hebrew...
by U-M MICDE | Dec 12, 2023
Mahlke’s research focuses on novel methods for designing energy-efficient high performance computer systems. Hardware-software codesign is used to create specialized computer systems that are customized to application domains or even individual applications....
by U-M MICDE | Oct 25, 2023
My research focuses on statistical genomics and computational statistics. I am interested in developing statistical and computational methods for the analysis of large-scale biological datasets generated by modern high-throughput technologies such as next-generation...
by U-M MICDE | Oct 3, 2023
Joshua Pickard’s research is centered on higher-order network-based dynamical systems, the application of control theory to biological systems, and the development of mathematical models for chromatin architecture and gene regulation. Joshua’s present work...
by U-M MICDE | Oct 2, 2023
My research focuses on Scientific Machine Learning and Uncertainty Quantification for complex systems in science, engineering, and biology. Primary focuses include Inverse Reinforcement Learning, Bayesian Inference and their applications cancer cell behavior study in...