Topics

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