4 papers
Guiding Optimizations with Meliora: A Deep Walk down Memory Lane
Kewen Meng, Boyana Norris
Performance models can be very useful for understanding the behavior of applications and hence can help guide design and optimization decisions. Unfortunately, performance modeling…
Distributed-Memory Vertex-Centric Network Embedding for Large-Scale Graphs
Sara Riazi, Boyana Norris
Network embedding is an important step in many different computations based on graph data. However, existing approaches are limited to small or middle size graphs with fewer than a…
Mira: A Framework for Static Performance Analysis
Kewen Meng, Boyana Norris
The performance model of an application can pro- vide understanding about its runtime behavior on particular hardware. Such information can be analyzed by developers for performanc…
A Comparison of Parallel Graph Processing Implementations
Samuel Pollard, Boyana Norris
The rapidly growing number of large network analysis problems has led to the emergence of many parallel and distributed graph processing systems---one survey in 2014 identified ove…