论文标题
比较图形数据科学库以查询和分析数据集：朝向图上的数据科学查询
Comparing graph data science libraries for querying and analysing datasets: towards data science queries on graphs
论文作者
论文摘要
本文提出了一项实验研究，将分析工具与用于查询和分析图的管理系统进行比较。我们的实验比较了经典的图形导航操作查询，其中分析工具和管理系统采用不同的执行策略。然后，我们的实验通过应用于图的聚类和预测模型来解决数据科学管道。在这种实验中，我们强调了将两种方法和依靠并行执行平台执行查询的兴趣相结合的兴趣。
This paper presents an experimental study to compare analysis tools with management systems for querying and analysing graphs. Our experiment compares classic graph navigational operations queries where analytics tools and management systems adopt different execution strategies. Then, our experiment addresses data science pipelines with clustering and prediction models applied to graphs. In this kind of experiment, we underline the interest in combining both approaches and the interest of relying on a parallel execution platform for executing queries.
