Big Graph Data Analytics on Single Machines – An Overview

2017 ◽  
Vol 17 (2) ◽  
pp. 101-112 ◽  
Author(s):  
Marcus Paradies ◽  
Hannes Voigt
Keyword(s):  
Data Analytics ◽  
Graph Data ◽  
Big Graph

Multi-Fuzzy-Objective Graph Pattern Matching with Big Graph Data

2019 ◽  
Vol 30 (4) ◽  
pp. 24-40
Author(s):  
Lei Li ◽  
Fang Zhang ◽  
Guanfeng Liu
Keyword(s):  
Pattern Matching ◽  
Particle Swarm Optimization Algorithm ◽  
Nsga Ii ◽  
Specific Domain ◽  
Graph Pattern Matching ◽  
Graph Data ◽  
Graph Pattern ◽  
Big Graph ◽  
Complex Relationships ◽  
Pattern Graph

Big graph data is different from traditional data and they usually contain complex relationships and multiple attributes. With the help of graph pattern matching, a pattern graph can be designed, satisfying special personal requirements and locate the subgraphs which match the required pattern. Then, how to locate a graph pattern with better attribute values in the big graph effectively and efficiently becomes a key problem to analyze and deal with big graph data, especially for a specific domain. This article introduces fuzziness into graph pattern matching. Then, a genetic algorithm, specifically an NSGA-II algorithm, and a particle swarm optimization algorithm are adopted for multi-fuzzy-objective optimization. Experimental results show that the proposed approaches outperform the existing approaches effectively.

Multi-fuzzy-constrained graph pattern matching with big graph data

2020 ◽  
Vol 24 (4) ◽  
pp. 941-958
Author(s):  
Guliu Liu ◽  
Lei Li ◽  
Xindong Wu
Keyword(s):  
Pattern Matching ◽  
Graph Pattern Matching ◽  
Graph Data ◽  
Graph Pattern ◽  
Big Graph

scholarly journals A new universal designated verifier transitive signature scheme for big graph data

2017 ◽  
Vol 83 (1) ◽  
pp. 73-83 ◽  
Author(s):  
Chao Lin ◽  
Wei Wu ◽  
Xinyi Huang ◽  
Li Xu
Keyword(s):  
Signature Scheme ◽  
Graph Data ◽  
Big Graph ◽  
Designated Verifier

Management and Analysis of Big Graph Data: Current Systems and Open Challenges

2017 ◽  
pp. 457-505 ◽  
Author(s):  
Martin Junghanns ◽  
André Petermann ◽  
Martin Neumann ◽  
Erhard Rahm
Keyword(s):  
Graph Data ◽  
Big Graph ◽  
Current Systems

High-Performance Data Analytics Beyond the Relational and Graph Data Models with GEMS

2017 ◽  
Author(s):  
Vito Giovanni Castellana ◽  
Marco Minutoli ◽  
Shreyansh Bhatt ◽  
Khushbu Agarwal ◽  
Arthur Bleeker ◽  
...  
Keyword(s):  
Data Analytics ◽  
High Performance ◽  
Data Models ◽  
Performance Data ◽  
Graph Data
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