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An answer set programming encoding of Prioritized Removed Sets Revision: Application to GIS

机译:优先删除集修订版的答案集编程编码:应用于GIS

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摘要

Geographical information systems are ones of the most important application areas of belief revision. Recently, Würbel and colleagues (Proceedings of the seventh international conference about principles of knowledge representation and reasoning, KR2000, pp. 505-516, 2000) have applied the so-called "removed sets revision" (RSR) to the problem of assessment of water heights in a flooded valley. The application was partially satisfactory since only a small part of the valley has been handled. This paper goes one step further, and proposes an extension of (RSR) called "Prioritized Removed Sets Revision" (PRSR). We show that (PRSR) performed using answer set programming makes possible to solve a practical revision problem provided by a real application in the framework of geographical information system (GIS). We first show how PRSR can be encoded into a logic program with answer set semantics, we then present an adaptation of the smodels system devoted to efficiently compute the answer sets in order to perform PRSR. The experimental study shows that the answer set programming approach gives better results than previous implementations of RSR and in particular it allows to handle the whole valley. Lastly, some experimental studies comparing our encoding with implementations based on SAT-solvers are also provided.
机译:地理信息系统是信念修订的最重要的应用领域之一。最近,Würbel及其同事(第七届有关知识表示和推理原理的国际会议论文集,KR2000,第505-516页,2000年)将所谓的“删除集修订”(RSR)应用到了对知识的评估问题上。水淹谷中的水高。由于仅处理了山谷的一小部分,因此该应用程序部分令人满意。本文进一步走了一步,并提出了对(RSR)的扩展,称为“优先删除集修订”(PRSR)。我们表明,使用答案集编程进行的(PRSR)可以解决实际应用在地理信息系统(GIS)框架中提供的修订问题。我们首先展示如何将PRSR编码成具有答案集语义的逻辑程序,然后我们提出对smodel系统的改编,该模型致力于有效地计算答案集以执行PRSR。实验研究表明,答案集编程方法比以前的RSR实现提供了更好的结果,尤其是它可以处理整个山谷。最后,还提供了一些实验研究,将我们的编码与基于SAT求解器的实现进行了比较。

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