Linked Data Quality Assessment: A Survey

Year: 2022
Title: Linked Data Quality Assessment: A Survey
Abstract: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system.
Objectives: To identify existing end-to-end frameworks and propose a standard scalable system that integrates quality issue identification, evaluation, and improvement.
Methodology: Survey analysis; proposed an ontology-based solution (FSDCQ ontology) to analyze root causes of quality violations.
Algorithm Used: Ontology-based reasoning (SWRL), Fuzzy Inference
Top Model: FSDCQ Ontology
Accuracy: Equally good as k-NN (for feature selection recommendation)
Advantages: Highlights the critical need for end-to-end refinement systems; identifies core limitations of prior work.
Drawbacks: Most frameworks reviewed were fragmented, dealing with only one aspect of quality; many focused solely on DBpedia.
Source: https://www.researchgate.net/publication/358662383_Linked_Data_Quality_Assessment_A_Survey#full-text Edit

Criteria (17)

Name Description Definitions
Availability Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Licensing Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Interlinking Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Security Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Performance Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Validity Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Accuracy Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Consistency Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Conciseness Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Completeness Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Relevancy Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Trustworthiness Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Understandability Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Timeliness Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Interoperability Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Interpretability Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
Versatility Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022)
  • Quality dimension from Linked Data Quality Assessment: A Survey (2022)
  • Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to …
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