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      Research on Event Logic Knowledge Graph Construction Method of Robot Transmission System Fault Diagnosis

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            Knowledge Graph Embedding: A Survey of Approaches and Applications

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              Distributed Representations of Words and Phrases and their Compositionality

              The recently introduced continuous Skip-gram model is an efficient method for learning high-quality distributed vector representations that capture a large number of precise syntactic and semantic word relationships. In this paper we present several extensions that improve both the quality of the vectors and the training speed. By subsampling of the frequent words we obtain significant speedup and also learn more regular word representations. We also describe a simple alternative to the hierarchical softmax called negative sampling. An inherent limitation of word representations is their indifference to word order and their inability to represent idiomatic phrases. For example, the meanings of "Canada" and "Air" cannot be easily combined to obtain "Air Canada". Motivated by this example, we present a simple method for finding phrases in text, and show that learning good vector representations for millions of phrases is possible.
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                Contributors
                Journal
                IEEE Access
                IEEE Access
                Institute of Electrical and Electronics Engineers (IEEE)
                2169-3536
                2022
                2022
                : 10
                : 17656-17673
                Article
                10.1109/ACCESS.2022.3150409
                6b0f49d7-00ad-4ed9-819b-870cb9ebfd40
                © 2022

                https://creativecommons.org/licenses/by/4.0/legalcode

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