RaQuN: a generic and scalable n-way model matching algorithm

Author:

Schultheiß AlexanderORCID,Bittner Paul MaximilianORCID,Boll AlexanderORCID,Grunske LarsORCID,Thüm ThomasORCID,Kehrer TimoORCID

Abstract

AbstractModel matching algorithms are used to identify common elements in input models, which is a fundamental precondition for many software engineering tasks, such as merging software variants or views. If there are multiple input models, an n-way matching algorithm that simultaneously processes all models typically produces better results than the sequential application of two-way matching algorithms. However, existing algorithms for n-way matching do not scale well, as the computational effort grows fast in the number of models and their size. We propose a scalable n-way model matching algorithm, which uses multi-dimensional search trees for efficiently finding suitable match candidates through range queries. We implemented our generic algorithm named RaQuN   (Range Queries on$$\text {N}$$Ninput models) in Java and empirically evaluate the matching quality and runtime performance on several datasets of different origins and model types. Compared to the state of the art, our experimental results show a performance improvement by an order of magnitude, while delivering matching results of better quality.

Funder

Deutsche Forschungsgemeinschaft

Publisher

Springer Science and Business Media LLC

Subject

Modeling and Simulation,Software

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. RaQuN: a generic and scalable n-way model matching algorithm;Software and Systems Modeling;2022-11-21

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