Knowledge Graph Quality Management: A Comprehensive Survey.

Year: 2023
Title: Knowledge Graph Quality Management: A Comprehensive Survey.
Abstract: Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. It reviews quality issues, dimensions (accuracy, completeness, etc.), metrics, assessment methods, and quality improvement processes.
Objectives: Summarize and classify research on all aspects of KG quality (issues, dimensions, metrics, tools, processes).
Methodology: Comprehensive literature review; taxonomy of quality concepts; organization of methods for assessment, detection and completion of KGs; discussion of future directions.
Algorithm Used: —
Top Model: Survey (no single model)
Accuracy: —
Advantages: Very comprehensive coverage of KG quality topics; connects theory and practice; identifies open research directions.
Drawbacks: Only a survey (no new technique); rapidly becomes outdated as new methods emerge.
Source: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9709663 Edit

Criteria (7)

Name Description Definitions
Accuracy Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. It reviews quality issues, dimensions …
  • Quality dimension from Knowledge Graph Quality Management: A Comprehensive Survey. (2023)
  • Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. …
Completeness Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. It reviews quality issues, dimensions …
  • Quality dimension from Knowledge Graph Quality Management: A Comprehensive Survey. (2023)
  • Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. …
Consistency Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. It reviews quality issues, dimensions …
  • Quality dimension from Knowledge Graph Quality Management: A Comprehensive Survey. (2023)
  • Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. …
Timeliness Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. It reviews quality issues, dimensions …
  • Quality dimension from Knowledge Graph Quality Management: A Comprehensive Survey. (2023)
  • Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. …
Interpretability Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. It reviews quality issues, dimensions …
  • Quality dimension from Knowledge Graph Quality Management: A Comprehensive Survey. (2023)
  • Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. …
Security Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. It reviews quality issues, dimensions …
  • Quality dimension from Knowledge Graph Quality Management: A Comprehensive Survey. (2023)
  • Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. …
Trustworthiness Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. It reviews quality issues, dimensions …
  • Quality dimension from Knowledge Graph Quality Management: A Comprehensive Survey. (2023)
  • Provides a systematic survey of knowledge graph quality management, covering everything from theory to practice. …
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