Domain-Specific Knowledge Base
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A Domain-Specific Knowledge Base is a knowledge base that is a domain-specific artifact (relates to some specific domain).
- Context:
- It can range from being a Human-Readable Domain-Specific KB to being a Machine-Readable Domain-Specific KB (such as a domain-specific ontology or a domain-specific KG).
- …
- Example(s):
- a Data Science Knowledge Base, such as GM-RKB Knowledge Base.
- a Biomedical Knowledge Base, such as UMLS, Protein KB, Gene Expression KB.
- a Municipal Governance Knowledge Base, such one managed by OpenGov.com.
- a Video Gaming Knowledge Base, such as one managed by Sony PlayStation Group.
- a Legal Knowledge Base.
- …
- Counter-Example(s):
- a General Knowledge Base, such as: Google's Knowledge Graph; ...
- See: Top-Level KB, Domain-Specific Dictionary, Glossary.
References
2015
- (Shen et al., 2015) ⇒ Wei Shen, Jianyong Wang, and Jiawei Han. (2015). “Entity Linking with a Knowledge Base: Issues, Techniques, and Solutions.” IEEE Transactions on Knowledge and Data Engineering 27, no. 2
- (Maree & Belkhatir, 2015) ⇒ Mohammed Maree, and Mohammed Belkhatir. (2015). “Addressing Semantic Heterogeneity through Multiple Knowledge Base Assisted Merging of Domain-specific Ontologies.” Knowledge-Based Systems 73
2014
- (Kobren et al., 2014) ⇒ Ari Kobren, Thomas Logan, Siddarth Sampangi, and Andrew McCallum. (2014). “Domain Specific Knowledge Base Construction via Crowdsourcing.” In: Proceedings of NIPS workshop on Automated Knowledge Base Construction (AKBC 2014).
- QUOTE: … Our work focuses on a sub-set of crowdsourcing problems we term expert tasks - tasks that require specific domain knowledge. We experiment with crowdsourcing a knowledge base (KB) of scientists and their institutions using two methods: the first recruits experts who are likely to already know the necessary domain knowledge (using Google Adwords); the second employs non-experts who are incentivized to look up the information (using Amazon Mechanical Turk). …