PROV-DM: The PROV Data Model¶
Moreau, L., & Missier, P. (2013). PROV-DM: The PROV Data Model.
Cited by¶
5 citations across 5 artifacts.
Each citation links to the sentence it supports in the citing article.
Primes¶
- Event-Centered Modeling
- The same wiring governs a cultural-heritage object's provenance, a chain of legal title, an incident reconstruction, an append-only software event log, and a contact-tracing graph — in each, the events are the spine, the entities are read off them, and the four roles travel with every event regardless of what the substrate is made of.
This sourceA generic, domain-neutral provenance model whose core is entities, activities (events), and agents related by generation, usage, and attribution — establishing the cross-substrate recurrence of events as the primary connecting nodes across provenance, records, and data lineage.
- The same wiring governs a cultural-heritage object's provenance, a chain of legal title, an incident reconstruction, an append-only software event log, and a contact-tracing graph — in each, the events are the spine, the entities are read off them, and the four roles travel with every event regardless of what the substrate is made of.
- Provenance
- It establishes authenticity, enables verification of claims, and creates accountability by making visible the chain through which something came to exist and passed through successive hands, contexts, or states.
This sourceWorld Wide Web Consortium. Standard model defining provenance as a record of entities, activities, and agents linking origin, custody, and transformation; foundational specification for cross-domain provenance interchange.
- It establishes authenticity, enables verification of claims, and creates accountability by making visible the chain through which something came to exist and passed through successive hands, contexts, or states.
- Reality Monitoring
- It connects to provenance graphs in data engineering: a reality-monitoring system is, structurally, a runtime that maintains a provenance graph and queries it at use-time, so the cognitive and the engineering instances are the same object viewed from two disciplines.
This sourceStandard model for representing provenance as a graph of entities, activities, and agents that downstream systems record at origin and query at use-time, establishing the cognitive–engineering correspondence for source attribution.
- It connects to provenance graphs in data engineering: a reality-monitoring system is, structurally, a runtime that maintains a provenance graph and queries it at use-time, so the cognitive and the engineering instances are the same object viewed from two disciplines.
- Traceability
- The W3C PROV-DM specification (Moreau & Missier, 2013) provides a domain-neutral data model for representing such lineage relations across scientific workflows.
This sourceWorld Wide Web Consortium. Standard model defining provenance as a record of entities, activities, and agents linking origin, custody, and transformation; foundational specification for cross-domain provenance interchange.
- The W3C PROV-DM specification (Moreau & Missier, 2013) provides a domain-neutral data model for representing such lineage relations across scientific workflows.
Mechanisms¶
- Raw-Corrected Overlay Review
- Its strength is that it prevents a correction from becoming an unexamined authority: by keeping the raw and corrected outputs together and legible, it defends provenance — the traceable link from a polished output back to the unmediated evidence it came from
This sourceDefines provenance as a traceable account linking an output to the entities and activities from which it derives.
- Its strength is that it prevents a correction from becoming an unexamined authority: by keeping the raw and corrected outputs together and legible, it defends provenance — the traceable link from a polished output back to the unmediated evidence it came from
Verification¶
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