Models¶
An interaction model \(f:\mathcal{E} \times \mathcal{R} \times \mathcal{E} \rightarrow \mathbb{R}\) computes a real-valued score representing the plausibility of a triple \((h,r,t) \in \mathbb{K}\) given the embeddings for the entities and relations. In general, a larger score indicates a higher plausibility. The interpretation of the score value is model-dependent, and usually it cannot be directly interpreted as a probability.
Functions¶
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Build a model from an interaction class hint (name or class). |
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Build a model class from an interaction class hint (name or class). |
Classes¶
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A base module for KGE models. |
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A base module for PyKEEN 1.0-style KGE models. |
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A base module for most KGE models that have one embedding for entities. |
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A base module for KGE models that have different embeddings for entities and relations. |
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An abstract class for knowledge graph embedding models (KGEMs). |
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A commonly useful base for KGEMs using embeddings and interaction modules. |
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A base module for multimodal KGE models. |
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An implementation of ComplEx [trouillon2016]. |
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An implementation of Complex Literal variant of LiteralE from [kristiadi2018]. |
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An implementation of ConvE from [dettmers2018]. |
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An implementation of ConvKB from [nguyen2018]. |
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An implementation of DistMult from [yang2014]. |
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An implementation of DistMultLiteral from [kristiadi2018]. |
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An implementation of ERMLP from [dong2014]. |
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An extension of ERMLP proposed by [sharifzadeh2019]. |
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An implementation of HolE [nickel2016]. |
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An implementation of KG2E from [he2015]. |
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An implementation of MuRE from [balazevic2019b]. |
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An implementation of NTN from [socher2013]. |
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An implementation of PairRE from [chao2020]. |
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An implementation of ProjE from [shi2017]. |
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An implementation of RESCAL from [nickel2011]. |
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An implementation of R-GCN from [schlichtkrull2018]. |
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An implementation of RotatE from [sun2019]. |
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An implementation of SimplE [kazemi2018]. |
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An implementation of the Structured Embedding (SE) published by [bordes2011]. |
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An implementation of TransD from [ji2015]. |
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An implementation of TransE [bordes2013]. |
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An implementation of TransH [wang2014]. |
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An implementation of TransR from [lin2015]. |
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An implementation of TuckEr from [balazevic2019]. |
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An implementation of the Unstructured Model (UM) published by [bordes2014]. |