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Knowledge Graph (KG) SOTA (Academic KG (DBpedia (Paper: DBpedia - A large…
Knowledge Graph (KG) SOTA
Academic KG
Yago
DBpedia
Paper:
DBpedia - A large-scale, multilingual knowledge base extracted from Wikipedia
[Lehmann et al. 2015]
Freebase
Paper:
Freebase: a collaboratively created graph database for structuring human knowledge
[Bollacker et al. SIGMOD 2008]
NELL
PROSPERA
CyC and OpenCyc
Wikidata
Bio2RDF
KBpedia
Unigraph
DataCommons
Open Knowledge Network
WordNet
BabelNet
ConceptNet
DeepDive
OpenKE
Enterprise KG examples
Schema.org,
Google Knowledge Graph
(2012), Google Knowledge Vault (2014)
Paper:
Knowledge Vault: A Web-Scale Approach to Probabilistic Knowledge Fusion
[Dong et al. SIGKDD 2014]
Paper: Schema.org: Evolution of structured data on the Web [Guha et al. 2016]
[Google’s Knowledge Graph 2012]
https://youtu.be/mmQl6VGvX-c
Facebook Open Graph Protocol, Facebook Graph API
, Facebook’s Entity Graph, Facebook social graph
LinkedIn Knowledge Graph
IBM Watson
Blue Brain Nexus:
https://bbp-nexus.epfl.ch/staging/home
Siemens
Paper: Use cases of the industrial knowledge graph at siemens [Hubauer et al. ISWC 2018]
Airbnb KG
Yahoo Spark KG, Yahoo entity search
Springer KG
Elsevier KG
Apple Siri
Amazon Google Graph, Amazon Product Graph, Amazon True Knowledge
eBay Beam KG
Baidu
Microsoft Satori
- Tutorial at KDD 2018
Bing's Blog
Siemens
Domain-Specific KG (Health)
Personalized Healthcare Knowledge Graph (PHKG)
from Knoesis
DepressionKG
Paper:
Constructing Knowledge Graphs of Depression
[Huang et al. HIS 2017]
Paper:
Semantic Health Knowledge Graph: Semantic Integration of heterogeneous medical knowledge and services
[Shi et al. 2016]
Paper:
A framework for automated knowledge graph construction towards traditional chinese medicine
[Weng et al. 2017]
KnowLife
Paper:
KnowLife: a versatile approach for constructing a large knowledge graph for biomedical sciences
[Ernst et al. 2015]
KnowLife Demo
OpenKG
Survey
Paper:
Knowledge graph refinement: A survey of approaches and evaluation
[Paulheim et al. 2017]
Slides:
Constructing and Mining Web-scale Knowledge Graphs
[Bordes and Gabrilovich Tutorial at KDD 2014]
Tutorial summary
Domain-Specific (IoT)
Graph of Things Le-Phuoc
Semantic Sensor Web, Linked Sensor Data
Knowledge Graph for IoT
(IBM Research Ireland) - Feb. 2018
https://www.youtube.com/watch?v=ebBTdH62yLg
Tutorial
https://kgtutorial.github.io/
Pujara et al.
WSDM 2018 and AAAI 2017
Ren et al. WWW 2018
Facebook Google KDD 2014
What is a Knowledge Graph? [McCusker et al. 2018]
http://graphs.whyis.io/ns
(Dead link September 2018)
http://graphs.whyis.io/
(Dead link September 2018)
Tools or Commercial Solutions for KGS
metaphactory
[Haase et al. 2018]
Tutorial
Tool
Grapho
Thomson Reuters
Research KGs
Research Graph
Elsevier KG
Springer KG
Academic KG (AceKG)
AceKG Dataset
Paper:
AceKG: A Large-scale Knowledge Graph for Academic Data Mining
[Wang et al. 2018]
Other KGs
SWEET NASA