Robust Path Selection in Software-defined WANs using Deep Reinforcement Learning

no code implementations • 21 Dec 2022 • Shahrooz Pouryousef, Lixin Gao, Don Towsley

In the context of an efficient network traffic engineering process where the network continuously measures a new traffic matrix and updates the set of paths in the network, an automated process is required to quickly and efficiently identify when and what set of paths should be used.

reinforcement-learning Reinforcement Learning (RL)

NEMA: Automatic Integration of Large Network Management Databases

no code implementations • 1 Jun 2020 • Fubao Wu, Han Hee Song, Jiangtao Yin, Lixin Gao, Mario Baldi, Narendra Anand

One focuses on the schema-level matching based on schema properties such as field names, data types, constraints and schema structures.

Data Integration Management

Scalable Top-k Query on Information Networks with Hierarchical Inheritance Relations

no code implementations • 1 Jun 2020 • Fubao Wu, Lixin Gao

We propose a graph query search algorithm by decomposing the original query graph into multiple star queries and apply a star query algorithm to each star query.