54k citations · 58.7k across the 46 of their papers we have counts for
3 papers · 1 filter
GraphChi-DB: Simple Design for a Scalable Graph Database System -- on Just a PC
Aapo Kyrola, Carlos Guestrin
We propose a new data structure, Parallel Adjacency Lists (PAL), for efficiently managing graphs with billions of edges on disk. The PAL structure is based on the graph storage mod…
Distributed GraphLab: A Framework for Machine Learning in the Cloud
Yucheng Low, Joseph Gonzalez, Aapo Kyrola +3
While high-level data parallel frameworks, like MapReduce, simplify the design and implementation of large-scale data processing systems, they do not naturally or efficiently suppo…
Multiresolution Cube Estimators for Sensor Network Aggregate Queries
Alexandra Meliou, Carlos Guestrin, Joseph M. Hellerstein
In this work we present in-network techniques to improve the efficiency of spatial aggregate queries. Such queries are very common in a sensornet setting, demanding more targeted t…