Yanming Shen

Job-Aware Scheduling for Big Data Processing

2015

Most big data jobs are network-bound, which involve large amount of data transfers among the nodes in a cluster. Optimizing the scheduling of flows can improve big data job performance. Traditional techniques are mostly flow-based …

ComCell: Exploring flexible and symmetrical architecture for data center networks

2016

The flexible architectures address the determined server population in the rigid designs of data centers networks. However, the asymmetrical connection of flexible architectures will introduce load imbalance. To address this issue, we take flexibility and …

Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering

2023 · arXiv (Cornell University)

Proposing an effective and flexible matrix to represent a graph is a fundamental challenge that has been explored from multiple perspectives, e.g., filtering in Graph Fourier Transforms. In this work, we develop a novel and …