A Practical Framework for Evaluating the Quality of Knowledge Graphs.

Year: 2019
Title: A Practical Framework for Evaluating the Quality of Knowledge Graphs.
Abstract: Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions (“fit for purpose”), selects metrics per use-case requirements, and suggests evaluation procedures (e.g., scalable sampling for metrics).
Objectives: Provide a “fit-for-purpose” quality assessment framework by linking user requirements to specific metrics and scalable evaluation methods.
Methodology: Literature analysis of prior studies; development of a framework mapping use-case needs to choose quality dimensions and metrics, and recommending feasible evaluation approaches (trade-offs between feasibility and scalability).
Algorithm Used:
Top Model: Conceptual framework
Accuracy:
Advantages: Focuses on practical applicability and scalability of KG QA; covers multiple dimensions guided by requirements.
Drawbacks: Conceptual (no empirical validation); framework-level only; actual tool or data not provided.
Source: https://www.researchgate.net/publication/338361155_A_Practical_Framework_for_Evaluating_the_Quality_of_Knowledge_Graph#full-text Edit

Criteria (5)

Name Description Definitions
Relevancy Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions (“fit for purpose”), selects metrics …
  • Quality dimension from A Practical Framework for Evaluating the Quality of Knowledge Graphs. (2019)
  • Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions …
Accuracy Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions (“fit for purpose”), selects metrics …
  • Quality dimension from A Practical Framework for Evaluating the Quality of Knowledge Graphs. (2019)
  • Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions …
Completeness Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions (“fit for purpose”), selects metrics …
  • Quality dimension from A Practical Framework for Evaluating the Quality of Knowledge Graphs. (2019)
  • Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions …
Timeliness Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions (“fit for purpose”), selects metrics …
  • Quality dimension from A Practical Framework for Evaluating the Quality of Knowledge Graphs. (2019)
  • Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions …
Value added Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions (“fit for purpose”), selects metrics …
  • Quality dimension from A Practical Framework for Evaluating the Quality of Knowledge Graphs. (2019)
  • Surveys existing KG evaluation practices and proposes a practical quality framework. It identifies key dimensions …
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