基本信息
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职业迁徙
个人简介
My general research interests are in artificial intelligence (AI) and machine learning (ML) with a focus on probabilistic modeling and optimization to support decision-making under uncertainty in structured domains. The overarching goal of my research is to develop principled AI and ML solutions to accelerate engineering design and scientific discovery towards high-impact sustainability applications.
My current research is motivated from real-world applications such as computing systems design and resource management; design of nanoporous materials for gas storage (e.g., hydrogen powered cars), gas separation (e.g., capturing carbon dioxide), and gas sensing (e.g., detecting toxic compounds and explosives); and design of microbiomes for human health and agriculture applications. Specific topics include:
Learning probabilistic models over structured data
Methods to combine domain knowledge and experimental data to create rich models
Knowledge representation and learning for tractable reasoning
Sequential decision-making under uncertainty for data collection
研究兴趣
论文共 29 篇作者统计合作学者相似作者
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AAAI 2024no. 10 (2024): 11230-11239
MOLECULAR SYSTEMS DESIGN & ENGINEERINGno. 12 (2021): 1066-1086
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