Media convergence works by processing information from different modalities and applying them to different domains.It is difficult for the conventional knowledge graph to utilise multi-media features because the intro...Media convergence works by processing information from different modalities and applying them to different domains.It is difficult for the conventional knowledge graph to utilise multi-media features because the introduction of a large amount of information from other modalities reduces the effectiveness of representation learning and makes knowledge graph inference less effective.To address the issue,an inference method based on Media Convergence and Rule-guided Joint Inference model(MCRJI)has been pro-posed.The authors not only converge multi-media features of entities but also introduce logic rules to improve the accuracy and interpretability of link prediction.First,a multi-headed self-attention approach is used to obtain the attention of different media features of entities during semantic synthesis.Second,logic rules of different lengths are mined from knowledge graph to learn new entity representations.Finally,knowledge graph inference is performed based on representing entities that converge multi-media features.Numerous experimental results show that MCRJI outperforms other advanced baselines in using multi-media features and knowledge graph inference,demonstrating that MCRJI provides an excellent approach for knowledge graph inference with converged multi-media features.展开更多
Based on the intuitionistic first order predicate calculusH given by Thomason with the modal machinery of MIPC put forward by Prior this paper obtains the intuitionistic quantified modal logic system MIPC*, gives it a...Based on the intuitionistic first order predicate calculusH given by Thomason with the modal machinery of MIPC put forward by Prior this paper obtains the intuitionistic quantified modal logic system MIPC*, gives it a semantic interpretation and proves its strong (thus also weak) completeness theorem and soundness theorem with respect to that semantic. Since Zorn lemma plays a decisive role in our discussion, methodologically, it was even farther from the intuitionistic point of view than Thomason's result.展开更多
对应物理论(counterpart theory)是一阶逻辑的一种理论.Lewis利用谓词模态逻辑到对应物理论的翻译来研究谓词模态逻辑的性质,但是Lewis的翻译存在把不可满足的公式翻译为可满足公式的情况.针对这个问题,提出了一种扩展语义的谓词模态逻...对应物理论(counterpart theory)是一阶逻辑的一种理论.Lewis利用谓词模态逻辑到对应物理论的翻译来研究谓词模态逻辑的性质,但是Lewis的翻译存在把不可满足的公式翻译为可满足公式的情况.针对这个问题,提出了一种扩展语义的谓词模态逻辑,建立了扩展语义后谓词模态逻辑模型与对应物理论模型的一一对应关系,并在此基础上建立了谓词模态逻辑到对应物理论的语义忠实语义满翻译(faithful and full translation),其可确保将谓词模态逻辑的可满足公式和不可满足公式分别翻译为对应物理论的可满足公式和不可满足公式.由对应物理论是可靠的、完备的一阶逻辑的理论且语义忠实语义满翻译保持可靠性和完备性,进一步证明了扩展语义的谓词模态逻辑也是可靠和完备的.展开更多
分析了描述逻辑非标准推理的重要性,特别分析了描述逻辑MSC(Most Specific Concept)推理的研究现状和存在的问题.针对目前描述逻辑MSC推理不能处理n-元存在量词的不足,研究了带n-元存在量词的描述逻辑εL(n)的MSC推理问题.提出了一种新...分析了描述逻辑非标准推理的重要性,特别分析了描述逻辑MSC(Most Specific Concept)推理的研究现状和存在的问题.针对目前描述逻辑MSC推理不能处理n-元存在量词的不足,研究了带n-元存在量词的描述逻辑εL(n)的MSC推理问题.提出了一种新的εL(n)-描述图,利用描述树和描述图给出了描述逻辑εL(n)的MSC近似推理算法,并利用εL(n)-描述树嵌套和εL(n)-描述树描述图同态证明了MSC近似推理算法的正确性.作为一个附带的结果,利用εL(n)-描述树描述图同态给出了εL(n)的实例推理算法,也证明了实例推理算法的正确性.展开更多
基金National College Students’Training Programs of Innovation and Entrepreneurship,Grant/Award Number:S202210022060the CACMS Innovation Fund,Grant/Award Number:CI2021A00512the National Nature Science Foundation of China under Grant,Grant/Award Number:62206021。
文摘Media convergence works by processing information from different modalities and applying them to different domains.It is difficult for the conventional knowledge graph to utilise multi-media features because the introduction of a large amount of information from other modalities reduces the effectiveness of representation learning and makes knowledge graph inference less effective.To address the issue,an inference method based on Media Convergence and Rule-guided Joint Inference model(MCRJI)has been pro-posed.The authors not only converge multi-media features of entities but also introduce logic rules to improve the accuracy and interpretability of link prediction.First,a multi-headed self-attention approach is used to obtain the attention of different media features of entities during semantic synthesis.Second,logic rules of different lengths are mined from knowledge graph to learn new entity representations.Finally,knowledge graph inference is performed based on representing entities that converge multi-media features.Numerous experimental results show that MCRJI outperforms other advanced baselines in using multi-media features and knowledge graph inference,demonstrating that MCRJI provides an excellent approach for knowledge graph inference with converged multi-media features.
文摘Based on the intuitionistic first order predicate calculusH given by Thomason with the modal machinery of MIPC put forward by Prior this paper obtains the intuitionistic quantified modal logic system MIPC*, gives it a semantic interpretation and proves its strong (thus also weak) completeness theorem and soundness theorem with respect to that semantic. Since Zorn lemma plays a decisive role in our discussion, methodologically, it was even farther from the intuitionistic point of view than Thomason's result.
文摘对应物理论(counterpart theory)是一阶逻辑的一种理论.Lewis利用谓词模态逻辑到对应物理论的翻译来研究谓词模态逻辑的性质,但是Lewis的翻译存在把不可满足的公式翻译为可满足公式的情况.针对这个问题,提出了一种扩展语义的谓词模态逻辑,建立了扩展语义后谓词模态逻辑模型与对应物理论模型的一一对应关系,并在此基础上建立了谓词模态逻辑到对应物理论的语义忠实语义满翻译(faithful and full translation),其可确保将谓词模态逻辑的可满足公式和不可满足公式分别翻译为对应物理论的可满足公式和不可满足公式.由对应物理论是可靠的、完备的一阶逻辑的理论且语义忠实语义满翻译保持可靠性和完备性,进一步证明了扩展语义的谓词模态逻辑也是可靠和完备的.
文摘分析了描述逻辑非标准推理的重要性,特别分析了描述逻辑MSC(Most Specific Concept)推理的研究现状和存在的问题.针对目前描述逻辑MSC推理不能处理n-元存在量词的不足,研究了带n-元存在量词的描述逻辑εL(n)的MSC推理问题.提出了一种新的εL(n)-描述图,利用描述树和描述图给出了描述逻辑εL(n)的MSC近似推理算法,并利用εL(n)-描述树嵌套和εL(n)-描述树描述图同态证明了MSC近似推理算法的正确性.作为一个附带的结果,利用εL(n)-描述树描述图同态给出了εL(n)的实例推理算法,也证明了实例推理算法的正确性.
