Advanced Computing,
Mathematics, and Data
Advanced Computing,
Mathematics, and Data
Computational Mathematics
- Multi-scale modeling
- Uncertainty quantification
- Scientific machine learning
- Algorithms, combinatorics, and optimization
Data Sciences and Machine Intelligence
- Scalable graph analytics and graph representation learning
- Autonomous learning for design and predictive control
- Complex infrastructure networks
- Data architectures for analytics and AI
High-Performance Computing
- Hardware/software co-design methods
- High-level synthesis, design automation, and architecture design
- Advanced system prediction and analysis
- Compliers, runtime systems, and system software
Software and Data Systems Engineering
- Software engineering for data integration, visualization, and analytics
- Data management and software architectures for scientific workflows
- Multi-institution data aggregation, analysis, controlled user access