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Contigra: graph mining with containment constraints
While graph mining systems employ efficient task-parallel strategies to quickly explore
subgraphs of interest (or matches), they remain oblivious to containment constraints like …
subgraphs of interest (or matches), they remain oblivious to containment constraints like …
Accelerating graph mining systems with subgraph morphing
Graph mining applications analyze the structural properties of large graphs. These
applications are computationally expensive because finding structural patterns requires …
applications are computationally expensive because finding structural patterns requires …
Understanding High-Performance Subgraph Pattern Matching: A Systems Perspective
Subgraph isomorphism is a crucial problem in graph-analytics with wide-ranging
applications. This paper examines and compares two high-performance solutions to this …
applications. This paper examines and compares two high-performance solutions to this …
Exploiting cross-task dependencies in graph mining with containment constraints
J Che - 2023 - summit.sfu.ca
Graph mining workloads search for subgraphs of interest in large graphs. This often involves
finding subgraphs with containment constraints such that the subgraph does not contain a …
finding subgraphs with containment constraints such that the subgraph does not contain a …
Translating anti-vertex in cypher for graph databases and graph mining systems
S Ahmad - 2023 - summit.sfu.ca
An Anti-vertex is a declarative construct that indicates absence of a vertex, ie, the resulting
subgraph should not have a vertex in its specified neighborhood that matches the anti …
subgraph should not have a vertex in its specified neighborhood that matches the anti …