Research Areas
Graph Analytics | Streaming Analytics | Compute Intensive Analytics | Novel Architectures
Graph Analytics
- Big Data Benchmarking Suite for Cybersecurity Analytics
- Graph Query Language
- Performance Modeling on Property Graphs
- Resilient Message Passing Interface for Fault-tolerant Runtimes
- Semantic Data Analysis
- Simulation of Large-scale NetFlow Data with Botnet Activity
- Topological Data Modeling
- Web-scale Graph Visual Analytics
Streaming Analytics
- Analytics Using STINGER
- Deep Learning on Multilingual Social Media
- High-performance Algorithms and Software for Clustering Based on Constrained Low-rank Approximations
- Scalable Approximate Graph Clustering on Streaming Data
- STINGER Optimizations for High-performance Computing Platforms
- StreamSmart
Compute Intensive Analytics
- Classification and Phylogenetics of Malware
- Event Analysis and Recurrent Pattern Discovery
- Message Passing Interface-based Machine Learning
- Myria Middleware: Unified Services for Hybrid Big Data Systems
- Typograph for Exploring Text Algorithm Outputs
Novel Architectures