TY - JOUR
T1 - The future is big graphs
T2 - A CommunityView on Graph Processing Systems
AU - Sakr, Sherif
AU - Bonifati, Angela
AU - Voigt, Hannes
AU - Iosup, Alexandru
AU - Ammar, Khaled
AU - Angles, Renzo
AU - Aref, Walid
AU - Arenas, Marcelo
AU - Besta, MacIej
AU - More Authors, null
PY - 2021
Y1 - 2021
N2 - Graphs are ubiquitous abstractions enabling reusable computing tools for graph processing with applications in every domain. Diverse workloads, standard models and languages, algebraic frameworks, and suitable and reproducible performance metrics will be at the core of graph processing ecosystems in the future. Academics, start-ups, and big tech companies such as Google, Face book, and Microsoft have introduced various systems for managing and processing the growing presence of big graphs. An increasing number of use cases revealed RDBMS performance problems in managing highly connected data, motivating various startups and innovative products, such as Neo4j, Sparksee, and the current Amazon Neptune. Microsoft Trinity along with Azure SQL DB have provided an early distributed database-oriented approach to big graph management.
AB - Graphs are ubiquitous abstractions enabling reusable computing tools for graph processing with applications in every domain. Diverse workloads, standard models and languages, algebraic frameworks, and suitable and reproducible performance metrics will be at the core of graph processing ecosystems in the future. Academics, start-ups, and big tech companies such as Google, Face book, and Microsoft have introduced various systems for managing and processing the growing presence of big graphs. An increasing number of use cases revealed RDBMS performance problems in managing highly connected data, motivating various startups and innovative products, such as Neo4j, Sparksee, and the current Amazon Neptune. Microsoft Trinity along with Azure SQL DB have provided an early distributed database-oriented approach to big graph management.
UR - http://www.scopus.com/inward/record.url?scp=85113871124&partnerID=8YFLogxK
U2 - 10.1145/3434642
DO - 10.1145/3434642
M3 - Article
AN - SCOPUS:85113871124
SN - 0001-0782
VL - 64
SP - 62
EP - 71
JO - Communications of the ACM
JF - Communications of the ACM
IS - 9
ER -