Research on knowledge graph data management: a survey

王鑫, 邹磊, 王朝坤, 彭鹏, 冯志勇 - Journal of Software, 2019 - jos.org.cn
知识图谱是人工智能的重要基石. 各领域大规模知识图谱的构建和发布对知识图谱数据管理提出
了新的挑战. 以数据模型的结构和操作要素为主线, 对目前的知识图谱数据管理理论, 方法 …

Graph generators: State of the art and open challenges

A Bonifati, I Holubová, A Prat-Pérez… - ACM computing surveys …, 2020 - dl.acm.org
The abundance of interconnected data has fueled the design and implementation of graph
generators reproducing real-world linking properties or gauging the effectiveness of graph …

A correlation-based feature weighting filter for naive Bayes

L Jiang, L Zhang, C Li, J Wu - IEEE transactions on knowledge …, 2018 - ieeexplore.ieee.org
Due to its simplicity, efficiency, and efficacy, naive Bayes (NB) has continued to be one of the
top 10 algorithms in the data mining and machine learning community. Of numerous …

Ceci: Compact embedding cluster index for scalable subgraph matching

B Bhattarai, H Liu, HH Huang - … of the 2019 International Conference on …, 2019 - dl.acm.org
Subgraph matching finds all distinct isomorphic embeddings of a query graph on a data
graph. For large graphs, current solutions face the scalability challenge due to expensive …

[HTML][HTML] A subgraph isomorphism algorithm and its application to biochemical data

V Bonnici, R Giugno, A Pulvirenti, D Shasha, A Ferro - BMC bioinformatics, 2013 - Springer
Background Graphs can represent biological networks at the molecular, protein, or species
level. An important query is to find all matches of a pattern graph to a target graph …

知识图谱数据管理研究综述

王鑫, 邹磊, 王朝坤, 彭鹏, 冯志勇 - 软件学报, 2019 - jos.org.cn
知识图谱是人工智能的重要基石. 各领域大规模知识图谱的构建和发布对知识图谱数据管理提出
了新的挑战. 以数据模型的结构和操作要素为主线, 对目前的知识图谱数据管理理论, 方法 …

GADDI: distance index based subgraph matching in biological networks

S Zhang, S Li, J Yang - Proceedings of the 12th international conference …, 2009 - dl.acm.org
Currently, a huge amount of biological data can be naturally represented by graphs, eg,
protein interaction networks, gene regulatory networks, etc. The need for indexing large …

Privacy-preserving query over encrypted graph-structured data in cloud computing

N Cao, Z Yang, C Wang, K Ren… - 2011 31st International …, 2011 - ieeexplore.ieee.org
In the emerging cloud computing paradigm, data owners become increasingly motivated to
outsource their complex data management systems from local sites to the commercial public …

Distance-join: Pattern match query in a large graph database

L Zou, L Chen, MT Özsu - Proceedings of the VLDB Endowment, 2009 - dl.acm.org
The growing popularity of graph databases has generated interesting data management
problems, such as subgraph search, shortest-path query, reachability verification, and …

Graphsig: A scalable approach to mining significant subgraphs in large graph databases

S Ranu, AK Singh - 2009 IEEE 25th International Conference …, 2009 - ieeexplore.ieee.org
Graphs are being increasingly used to model a wide range of scientific data. Such
widespread usage of graphs has generated considerable interest in mining patterns from …