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Topic 02: About Domain Specific Knowledge Bases

Sherry Lin edited this page Oct 18, 2020 · 9 revisions

Domain-Specific KBs

  1. Towards the Completion of a Domain-Specific Knowledge Base with Emerging Query Terms [PDF] (ICDE 2019) 🌟
  2. Demonstrating Spindra: A Geographic Knowledge Graph Management System [PDF, demo] (ICDE 2019) 🌟
  3. Domain Specific Knowledge Graphs as a Service to the Public (KDD 2020, Applied Data Science Track) 🌟

Product KBs

  1. AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types (KDD 2020, Applied Data Science Track) [Paper]🌟
  2. GoodsKG - a Product Knowledge Graph Project [GitHub]
  3. AliCoCo: Alibaba E-commerce Cognitive Concept Net (SIGMOD 2020 Industry Track) [Paper] [Github]🌟
  4. Product Knowledge Graph Embedding for E-commerce (WSDM 2020) [Paper]🌟
  5. Towards Knowledge-Based Personalized Product Description Generation in E-commerce [Paper, applied science track] (KDD 2019) 🌟

Product Data Set

  1. Web Data Commons - Gold Standard for Product Matching and Product Feature Extraction [Link]

Domain Specific NER

  1. Learning Named Entity Tagger using Domain-Specific Dictionary [Paper]
  2. A Hybrid Generative/Discriminative Model for Rapid Prototyping of Domain-Specific Named Entity Recognition [Paper]

Domain Specific EL

  1. SHINE+: A General Framework for Domain-Specific Entity Linking with Heterogeneous Information Networks (TKDE 2018) 🌟
  2. A Semantic Approach for Entity Linking by Diverse Knowledge Integration incorporating Role-Based Chunking ((ICCIDS 2019)
  3. Towards Linking Camouflaged Descriptions to Implicit Products in E-commerce (SIGIR 2020) [Paper]