Knowledge Graph Quality Control: A Survey

Year: 2021
Title: Knowledge Graph Quality Control: A Survey
Abstract: Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and analyzes their relationships. Reviews how to identify and mitigate errors during KG construction and maintenance.
Objectives: Provide a comprehensive overview of KG quality control dimensions and corresponding techniques.
Methodology: Literature survey of KG quality dimensions; classification of control/treatment techniques (e.g., data cleaning, constraint enforcement) across the KG lifecycle.
Algorithm Used: —
Top Model: Survey (no single model)
Accuracy: —
Advantages: Clearly defines multiple quality dimensions; discusses both theoretical and practical treatments of quality issues.
Drawbacks: Survey only; may not cover very latest work; focuses on Linked Data (RDF) context.
Source: https://pdf.sciencedirectassets.com/779234/1-s2.0-S2667325821X00064/1-s2.0-S2667325821001655/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEKj%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIQCgUARyk3wtiIdRKL1D8MV4m4wS9aGuMS3lQ2AtqtonWQIgXO7D1s%2BZpc7M1PGRWvoEWyssz9n%2BUTVcVtaKPt62MpMqswUIcRAFGgwwNTkwMDM1NDY4NjUiDC4%2BzWZsIgozLaOduyqQBZ9HqONb5QeCQbrEyH0rs%2Fg1Vz3upy7CMWazph%2F3EyHkUBwmv%2BgtYEV%2BpamzGIsVzk0tF1Td0%2FXaxJZvUD90ru5wJj0UuqiMqNGqRXnv5aoOdubvIF2liewBblbRriC6LAJRBpwC3KwiWpCz%2Be%2FSXh8fBuzV0qqBcOgJWhG1uiOSYk1vJyeK1fq%2BRQRtrP9dMmGA5hHpj0f%2FbR%2FKFy4tAN%2BKVOoifE86%2BBVFo2zBe4xB5teo8x8D76VK6bijVv%2B%2FYX6l4%2Fe18NPTTBmGrt9Txslvq2y88tBxxd8qIPFRW%2FnqngdOxoNcULPr%2BsUiIVzkEcn0A2sObuUmTi5pbsAbDMuRHuUOo7MFRzKJB6%2FlXK7Du4DF7Y7wQe36KG5dqS2aCGrP8keLSNpkV%2FSasonKe3cV5p6ZrxjyVEAZ3MlZSVFyZBlylIcOb3ohVkz2ieeGdF9sHNGHv51TDNgfP1hfOJqCqyW%2Fw%2Bc7gvg5qYL2ngBuchVYOwc%2BV52x1HXxzVR6oBqNIVWRz6CpXv%2FS%2Fh2oURxik%2B%2FV4McXlxY0BqGJkBye%2FBnOqzH64AYuoy9q91TvRcLf37Wn7Jc0BUi8JebJIiFTPJ9o%2B8XPzySy2sy1A%2BJoR5PrkJcyQjRm0anJtSXLdK1UX4EvEqd9i8cLhKISA%2BdW4ep04mfvjvXozAMsEaaLVZpSnwMKsuJ9yPsTX3wc5cRpnIirkWWfSc2rnCqspzWxdPUbiBtySsjbV%2BvsA1r%2F942n%2Bk6R%2BgpFE4P1qFPLCGvIdzk0S1gaMZvLwgvBkPNoBo3eIc08i17rWngoDzNVzO%2Blrrg5A9a4mTePdQcW3CM8RNnIsT3UfoM0ohoJVuuwb0PEmdSpJ3oAJ8T2v3vLMK%2Fmh8oGOrEBfSMMWdjeN0%2BqmFzOWtX3yMC92hJuX9oWevoN0w1OFV1JwpmsLdmX0%2FsS0ZZOmcKQwPRvmRagKdd%2BmM6A006nK9%2BPZwSffDVVYeOora%2BTj%2BvYtwsWBZS3dvkeBv6Wzrsaf73hEGOfGQcC5crbvNSYjW5KBEVajHi5zTUWukCj%2FXImQu1szkofZX%2FgsxBg7qYudBY9xV3OR7R5S%2FcPD1O0dP8eKYwN4HXfBNtEwpaew91k&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20251217T010611Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAQ3PHCVTYVBFOGJ2P%2F20251217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=ae7831ead618c2358c9e7a60630cb533c19d9036419a14b5664b6e6fded4ed25&hash=e795ac165f5d5cf1340ad1f6163dea3b9a771f3dab31a677270f189b4c2eb747&host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&pii=S2667325821001655&tid=spdf-0c3a5926-b268-454b-8cfe-5214a3a06ff8&sid=0e872d2e485f404c7649f963fa691859f260gxrqb&type=client&tsoh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&rh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&ua=02025e0e065d56555d&rr=9af28433cff95902&cc=de Edit

Criteria (7)

Name Description Definitions
Accuracy Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and analyzes their relationships. Reviews how …
  • Quality dimension from Knowledge Graph Quality Control: A Survey (2021)
  • Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and …
Completeness Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and analyzes their relationships. Reviews how …
  • Quality dimension from Knowledge Graph Quality Control: A Survey (2021)
  • Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and …
Timeliness Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and analyzes their relationships. Reviews how …
  • Quality dimension from Knowledge Graph Quality Control: A Survey (2021)
  • Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and …
Trustworthiness (Believability Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and analyzes their relationships. Reviews how …
  • Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and …
Trustworthiness (Believability) Quality dimension from Knowledge Graph Quality Control: A Survey
  • Quality dimension from Knowledge Graph Quality Control: A Survey (2021)
Consistency Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and analyzes their relationships. Reviews how …
  • Quality dimension from Knowledge Graph Quality Control: A Survey (2021)
  • Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and …
Security Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and analyzes their relationships. Reviews how …
  • Quality dimension from Knowledge Graph Quality Control: A Survey (2021)
  • Surveys Linked Data/KG quality control. Defines six evaluation dimensions (e.g., completeness, accuracy, timeliness, trust) and …
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