Untitled Document
First International Workshop on Network Data Analytics (NDA 2016)
July 1, 2016
California
Call For Papers
Networks are prevalent in today’s electronic world in a wide variety of domains ranging from Engineering to Social Sciences, Life Sciences to Data Analytics and so on. Researchers and practitioners have studied networks in multiple ways like defining network metrics, providing theoretical results and examining problems like pattern mining, link prediction etc. Recently, we have witnessed proliferation of networks in new business domains like Telecommunications, Banking, Retail, Healthcare etc. Most of these real-world applications give rise to networks which exhibit unique and interesting structures supporting multiple dynamical processes that shape these networks over time. Owing to the tremendous pace of growth of electronic data many of these networks are also evolving at a rapid pace leading to evolving networks.
Topics
- Core Graph Platform work which build on new age systems like Titan, SPARK, Giraph etc
- Network representation, storage, indexing and querying methods
- Graph query languages, visualization techniques and querying interfaces
- Benchmarking RDF/SPARQL, Titan/Gremlin and/or graph database systems
- Managing network updates, evolving and heterogeneous graphs
- Graph summarization and sampling
- Machine learning techniques such as clustering, classification, semi-supervised learning, spectral techniques, and kernel methods in the context of networks
- Frequent subgraph mining, graph pattern matching
- Parallel graph processing techniques/architectures
- Game Theory in Social Networks and Social Contagion
- Measuring graph characteristics–diameter, eigenvalues, triangle counting
IMPORTANT DATES
Paper submission: February 12, 2016
Notification of acceptance: March 31, 2016
Final manuscripts due: April 29, 2016