Select two or more frameworks to compare their similarities and differences.
Comparing 1 framework: Linked Data Quality Assessment: A Survey
| Field |
Linked Data Quality Assessment: A Survey 2022 |
|---|---|
| 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 |
| Total Criteria | 17 |
Comparing 17 unique criteria across selected frameworks.
✨ AI-powered semantic analysis enabled
The following criteria are semantically similar (same concept, different names):
| Criterion |
Linked Data Quality Assessment: A Survey 2022 |
|---|---|
| Accuracy 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Availability 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Completeness |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Conciseness |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Consistency |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Interlinking 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Interoperability 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Interpretability |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Licensing 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Performance 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Relevancy 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Security |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Timeliness |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Trustworthiness 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Understandability 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Validity 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|
| Versatility 🔗 Similar |
✓ Included
Description: Identifies state of the art, highlighting fragmentation, and proposing a solution based on ontology to build an end-to-end system. (2022) Definitions:
|