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A Dialectical Approach to Selectively Reusing Ontological Correspondences

机译:选择性重用本体对应关系的辩证法

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Effective communication between autonomous knowledge systems is dependent on the correct interpretation of exchanged messages, based on the entities (or vocabulary) within the messages, and their ontological definitions. However, as such systems cannot be assumed to share the same ontologies, a mechanism for autonomously determining a mutually acceptable alignment between the ontologies is required. Furthermore, the ontologies themselves may be confidential or commercially sensitive, and thus neither systems may be willing to expose their full ontologies to other parties (this may be pertinent as the transaction may only relate to part, and not all of the ontology). In this paper, we present a novel inquiry dialogue that allows such autonomous systems, or agents to assert, counter, accept and reject correspondences. It assumes that agents have acquired a variety of correspondences from past encounters, or from publicly available alignment systems, and that such knowledge is asymmetric and incomplete (i.e. not all agents may be aware of some correspondences, and their associated utility can vary greatly). By strategically selecting the order in which correspondences are disclosed, the two agents can jointly construct a bespoke alignment whilst minimising the disclosure of private knowledge. We show how partial alignments, garnered from different alignment systems, can be reused and aggregated through our dialectical approach, and illustrate how solutions to the Stable Marriage problem can be used to eliminate ambiguities (i.e. when an entity in one ontology is mapped to several other entities in another ontology). We empirically evaluate the performance of the resulting alignment compared to the use of randomly selected alignment systems, and show how by adopting a sceptical mentalistic attitude, an agent can further reduce the necessary disclosure of ontological knowledge.
机译:自主知识系统之间的有效交流取决于交换消息的正确解释,该解释基于消息中的实体(或词汇)及其本体定义。然而,由于不能假定这样的系统共享相同的本体,因此需要一种用于自主确定本体之间的相互可接受的对齐的机制。此外,本体本身可能是机密的或对商业敏感的,因此这两个系统都可能不愿意将其完整本体公开给其他方(这可能是相关的,因为交易可能只涉及部分本体,而不是全部本体)。在本文中,我们提出了一种新颖的查询对话,该对话允许此类自治系统或代理断言,反击,接受和拒绝对应关系。假设代理商已经从过去的遭遇中或从公开的比对系统中获得了各种对应关系,并且此类知识是不对称且不完整的(即并非所有的代理商都可能知道某些对应关系,并且它们的关联效用可能会有很大差异)。通过策略性地选择公开对应关系的顺序,两个代理可以共同构建定制的对位,同时最大程度地减少私人知识的公开。我们展示了如何通过我们的辩证方法重用和汇总来自不同对齐系统的部分对齐方式,并说明如何使用“稳定婚姻”问题的解决方案消除歧义(即,当一个本体中的实体映射到其他本体时)另一个本体中的实体)。与使用随机选择的对齐系统相比,我们从经验上评估了生成的对齐方式的性能,并展示了通过采取怀疑的心态态度,代理商如何进一步减少必要的本体知识披露。

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