Knowledge Graph (KG) SOTA
Academic KG
Enterprise KG examples
Schema.org, Google Knowledge Graph (2012), Google Knowledge Vault (2014)
DBpedia
Domain-Specific KG (Health)
Personalized Healthcare Knowledge Graph (PHKG) from Knoesis
DepressionKG
Paper: Constructing Knowledge Graphs of Depression [Huang et al. HIS 2017]
Paper: Knowledge Vault: A Web-Scale Approach to Probabilistic Knowledge Fusion [Dong et al. SIGKDD 2014]
NELL
PROSPERA
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
Facebook Open Graph Protocol, Facebook Graph API, Facebook’s Entity Graph, Facebook social graph
Paper: A framework for automated knowledge graph construction towards traditional chinese medicine [Weng et al. 2017]
Paper: DBpedia - A large-scale, multilingual knowledge base extracted from Wikipedia [Lehmann et al. 2015]
CyC and OpenCyc
Wikidata
Bio2RDF
Domain-Specific (IoT)
Graph of Things Le-Phuoc
Semantic Sensor Web, Linked Sensor Data
Tutorial
https://kgtutorial.github.io/ Pujara et al.
WSDM 2018 and AAAI 2017
LinkedIn Knowledge Graph
Paper: Freebase: a collaboratively created graph database for structuring human knowledge [Bollacker et al. SIGMOD 2008]
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)
IBM Watson
Blue Brain Nexus: https://bbp-nexus.epfl.ch/staging/home
Paper: Schema.org: Evolution of structured data on the Web [Guha et al. 2016]
Knowledge Graph for IoT
(IBM Research Ireland) - Feb. 2018
[Google’s Knowledge Graph 2012]
Ren et al. WWW 2018
Facebook Google KDD 2014
Siemens
Paper: Use cases of the industrial knowledge graph at siemens [Hubauer et al. ISWC 2018]
KnowLife
Paper: KnowLife: a versatile approach for constructing a large knowledge graph for biomedical sciences [Ernst et al. 2015]
DataCommons
Yahoo Spark KG, Yahoo entity search
Tools or Commercial Solutions for KGS
metaphactory [Haase et al. 2018]
Springer KG
Elsevier KG
Open Knowledge Network
Apple Siri
Amazon Google Graph, Amazon Product Graph, Amazon True Knowledge
WordNet
BabelNet
ConceptNet
DeepDive
Baidu
Research KGs
Other KGs
SWEET NASA
Elsevier KG
Microsoft Satori - Tutorial at KDD 2018
Thomson Reuters
Springer KG
Academic KG (AceKG)
Paper: AceKG: A Large-scale Knowledge Graph for Academic Data Mining [Wang et al. 2018]