Semanlink - Knowledge Graph Embeddings

- "facts only" based embeddings
    - Translational Distance Models, distance-based scoring functions
       - TransE and co: entities and relations as points in vector space
           - TransH: relation-specific hyperplanes.
       - Gaussian Embeddings: entities and relations as random variables
    - Semantic matching models, similarity-based scoring functions
        - RESCAL (entities as a vector, relation as a matrix) and familiy
            - DistMult (relation as diagonal matrix)
            - Holographic Embeddings (HolE)
            - etc.
        - Matching with Neural Networks
            - SME, etc
- incorporating other info: entity types, relation paths,
textual descriptions, as well as logical rules
    - entity types
        - semantically smooth embedding
(SSE):  entities of the same type to stay close
to each other in the embedding space
        - type-embodied knowledge representation
learning (TKRL), which can handle hierarchical
entity categories and multiple category labels
- Applications in downstream tasks

2019-05-27 A propos

open-knowledge-embeddings.pdf - (2019)

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2019-04-29 A propos

thunlp/OpenKE: An Open-Source Package for Knowledge Embedding (KE)

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2019-04-23 A propos

Accenture/AmpliGraph: Python library for Representation Learning on Knowledge Graphs

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2019-03-25 A propos

D2KLab/entity2rec: entity2rec generates item recommendation from knowledge graphs

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2018-06-04 A propos

Workshop on Deep Learning for Knowledge Graphs and Semantic Technologies

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2018-02-01 A propos

Knowledge Graph Embedding by Translating on Hyperplanes (2014)

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2018-01-30 A propos

WORKSHOP: BigNet @ WWW 2018 Workshop on Learning Representations for Big Networks

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2018-01-27 A propos

Knowledge base completion by learning pairwise-interaction differentiated embeddings | SpringerLink (2015)

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2018-01-27 A propos

LEARNING GRAPH EMBEDDINGS FOR NODE LABELING AND INFORMATION DIFFUSION IN SOCIAL NETWORKS (2017)

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2018-01-23 A propos

Knowledge Graph and Text Jointly Embedding (2014)

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2018-01-05 A propos

Awesome Knowledge Graph Embedding Approaches

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Knowledge Graph Embeddings

2018-01-03 A propos

[1506.01094] Traversing Knowledge Graphs in Vector Space

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2015-10-31 A propos

Propriétés

sl:creationDate : 2018-01-03
sl:creationTime : 2018-01-03T16:42:41Z
sl:describedBy : https://en.wikipedia.org/wiki/Knowledge_graph_embedding
rdf:type : sl:Tag
skos:altLabel :
- KG representation
- Knowledge graph embedding@en
- KG embedding@en
- KGE@en
skos:prefLabel : Knowledge Graph Embeddings@en