Scalable Data Management and Access Models
- Data representation and data structures
- Data ingestion
- Dynamic/temporal data
- Heterogeneous data
- Sliding windows, historic access
- Relational and linked data
- Complex event processing
Scalable Algorithms & Architectures
- Data extraction, cleaning, processing
- Scalable architectures: Grids, Clouds, HPC, Clusters
- Programming paradigms (e.g. stream processing)
- Big Data placement, scheduling and optimization
- Mixing batch jobs with on-demand, real-time jobs
- Online data analytics during HPC simulations
Real-time Big Data Applications and Use Cases
- Big Data analytics
- Big Data visualization and interactive mining
- Online machine learning
- HPC experimental steering
- IoT and fog computing