Database Research Challenges and Opportunities of Big Graph Data

Author(s):  
Alexandra Poulovassilis
2019 ◽  
Vol 30 (4) ◽  
pp. 24-40
Author(s):  
Lei Li ◽  
Fang Zhang ◽  
Guanfeng Liu

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.


2015 ◽  
Vol 52 ◽  
pp. 1-10 ◽  
Author(s):  
Athanasios V. Vasilakos ◽  
Zhe Li ◽  
Gwendal Simon ◽  
Wei You

2021 ◽  
Vol 14 (8) ◽  
pp. 1378-1391
Author(s):  
Surabhi Gupta ◽  
Karthik Ramachandra

Procedural extensions of SQL have been in existence for many decades now. However, little is known about their magnitude of usage and their complexity in real-world workloads. Procedural code executing in a RDBMS is known to have inefficiencies and limitations; as a result there have been several efforts to address this problem. However, the lack of understanding of their use in real workloads makes it challenging to (a) motivate new work in this area, (b) identify research challenges and opportunities, and (c) demonstrate impact of novel work. We aim to address these challenges with our work. In this paper, we present the results of our in-depth analysis of thousands of stored procedures, user-defined functions and triggers taken from several real workloads. We introduce SQL-ProcBench , a benchmark for procedural workloads in RDBMSs. SQL-ProcBench has been created using the insights derived from our analysis, and thus represents real workloads. Using SQL-ProcBench, we present an experimental evaluation on several database engines to understand and identify research challenges and opportunities. We emphasize the need to work on these interesting and relevant problems, and encourage researchers to contribute to this area.


2017 ◽  
Vol 39 (3) ◽  
pp. 521-544 ◽  
Author(s):  
Joana Castro Pereira ◽  
Miguel Rodrigues Freitas

Abstract Cities have become important actors in international relations, and integral to security and environmental politics. We are living in an increasingly urban world, dominated by human settlements and activities. The central role now played by humans in shaping the planet has led us into an uncertain, unstable, and dangerous geological epoch – the Anthropocene – that poses great and additional challenges to security. Local and global spheres are connected as never before, generating ‘glocal’ issues in which water plays a central role. Water is the element that interconnects the complex web of food, energy, climate, economic growth, and human security. In a rapidly urbanising world, cities influence the hydrological cycle in major but uncertain ways, affecting water resources beyond their boundaries. There is no doubt that these issues are highly relevant to the discipline of International Relations (IR). However, IR scholars have been slow to engage with them, and most academic studies of cities and water security still emanate from the natural sciences. This article examines the ways in which cities in the Anthropocene challenge water security, and why IR needs to reinvent itself if it wants to sustain its contribution to global security.


2011 ◽  
Vol 5 (3) ◽  
pp. 181-202 ◽  
Author(s):  
Dorothée Hefner ◽  
Tobias Rothmund ◽  
Christoph Klimmt ◽  
Mario Gollwitzer

IEEE Access ◽  
2018 ◽  
Vol 6 ◽  
pp. 72033-72036 ◽  
Author(s):  
Debiao He ◽  
Kim-Kwang Raymond Choo ◽  
Neeraj Kumar ◽  
Aniello Castiglione

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