KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine Collaboration

Year: 2022
Title: KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine Collaboration
Abstract: Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity across five levels.
Objectives: To provide a structured approach for assessing maturity, promoting evolutionary curation, and incorporating 20 quality measures.
Methodology: Development of a graded framework (KGMM) based on the principles of the Capability Maturity Model (CMM), focusing on human-machine collaboration.
Algorithm Used: N/A (Maturity Model/Framework)
Top Model: Knowledge Graph Maturity Model (KGMM)
Accuracy: Qualitative (Process Maturity).
Advantages: Provides a governance layer for continuous improvement; assesses organizational process maturity necessary for sustained quality.
Drawbacks: Adoption and long-term industrial impact are still being assessed; theoretical framework.
Source: https://www.researchgate.net/publication/368566541_KGMM_-A_Maturity_Model_for_Scholarly_Knowledge_Graphs_based_on_Intertwined_Human-Machine_Collaboration?#full-text Edit

Criteria (7)

Name Description Definitions
Accuracy Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity across five levels. (2022)
  • Quality dimension from KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine …
  • Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity …
Completeness Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity across five levels. (2022)
  • Quality dimension from KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine …
  • Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity …
Findability Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity across five levels. (2022)
  • Quality dimension from KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine …
  • Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity …
Accessibility Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity across five levels. (2022)
  • Quality dimension from KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine …
  • Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity …
Interoperability Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity across five levels. (2022)
  • Quality dimension from KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine …
  • Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity …
Reusability Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity across five levels. (2022)
  • Quality dimension from KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine …
  • Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity …
Succinctness Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity across five levels. (2022)
  • Quality dimension from KGMM -A Maturity Model for Scholarly Knowledge Graphs based on Intertwined Human-Machine …
  • Proposes the Knowledge Graph Maturity Model (KGMM) as a structured framework for evaluating KG maturity …
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