Rong Liu, PhD, IEEE Senior Member
Assistant Researcher
Center for Environmental Implications of Nanotechnology,
California NanoSystems Institute and
Institute of the Environment and Sustainability
University of California, Los Angeles
[email protected]
LinkedIn; ResearchGate; Google Scholar
My work focuses primarily on the development of advanced machine learning/data mining methods as well as their applications to real-world domains. I am currently working on the development of attribute (feature) selection methods to identify attributes of high relevance and low redundancy for rapid development of simplified models with improved generalization capability. I am also developing data mining approaches that are suitable for compositional data. As real-world applications, I am developing classification/regression models predictive to bioactivity of various engineered nanomaterials (ENMs) as well as mining high-throughput screening data. In addition, I am also working the development of a nano/bio-informatics platform that supports the environmental impact assessment of ENMs with a central database of ENMs safety data and a toolkit for various exploration/analysis methods.
Research Interests
Assistant Researcher
Center for Environmental Implications of Nanotechnology,
California NanoSystems Institute and
Institute of the Environment and Sustainability
University of California, Los Angeles
[email protected]
LinkedIn; ResearchGate; Google Scholar
My work focuses primarily on the development of advanced machine learning/data mining methods as well as their applications to real-world domains. I am currently working on the development of attribute (feature) selection methods to identify attributes of high relevance and low redundancy for rapid development of simplified models with improved generalization capability. I am also developing data mining approaches that are suitable for compositional data. As real-world applications, I am developing classification/regression models predictive to bioactivity of various engineered nanomaterials (ENMs) as well as mining high-throughput screening data. In addition, I am also working the development of a nano/bio-informatics platform that supports the environmental impact assessment of ENMs with a central database of ENMs safety data and a toolkit for various exploration/analysis methods.
Research Interests
- Attribute (Feature) Selection
- Optimization based Data Mining/Machine Learning
- Compositional Data Mining
- Environmental Data Mining
- Environmental Risk Assessment
- Nano-(Q)SAR and Nano/Bio-informatics