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Ontology vs Taxonomy vs Metamodel

Often the terms 'ontology', 'taxonomy' and 'metamodel' are used interchangeably as thought they have the same meaning and comprise the same set of things - they don't.

So it's worth spending a little time briefly looking at what a metamodel is before then examining the differences

before summarising what we've found.

A Metamodel

An orphan (single node) versus a triple (node - relationship - node)

An Individual Element Describes Nothing - Only Triples Form Sentences or Assertions

The TRAK metamodel consists of:-

A metamodel is defined by the set of triples that form the metamodel

A metamodel is defined by the set of triples that form the metamodel

It is the set of triples that fundamentally defines a metamodel. The triples use the node and connector elements.

An ontology or a taxonomy does not form triples from the elements - they define specific types of relationships between individual elements.

A metamodel is comprised of triples. A metamodel is not an ontology. A metamodel is also not a taxonomy.

Metamodel vs Ontology vs Taxonomy

The TRAK Metamodel, like most metamodels contains an ontology and a taxonomy.

An Ontology

Consider the Organisation element, defined as:

An organised body of people, associated for a particular purpose.

OED:"organization (n.), sense 4.a" https://doi.org/10.1093/OED/1930376110

A textual ontology Description Defining an Ontology Element (Organisation) with respect to Another Ontology Element (OED: Organisation)

This defines 'Organisation' by reference to 'organization' within the Oxford English Dictionary - a recognized vocabulary or ontology

In TRAK each atomic or individual metamodel element as an ontology element is defined with respect to an ontology element in a third party accepted ontology or vocabulary. For example the Vulnerability element:

TRAK Vulnerability ontology element Defined with Respect to 'Vulnerability' in the Oxford English Dictionary Ontology

TRAK Vulnerability ontology element Defined with Respect to 'Vulnerability' in the Oxford English Dictionary Ontology

This ontology definition does not form any triple using the TRAK ontology element - it defines a single element.

Note that just as an Architecture and its description in an Architecture Description are separate concepts so is an Ontology and its Ontology Description. In fact we can say that an Ontology is a particular form of Achitecture and the Ontology Description is an Architecture Description.

In ISO/IEC/IEEE 42010 the System of Interest, its Architecture and Architecture Description Are Distinct Concepts
ISO/IEC/IEEE 42010 Conceptual Model - http://www.iso-architecture.org/42010/cm/

In ISO/IEC/IEEE 42010 the System of Interest, its Architecture and Architecture Description Are Distinct Concepts

so substituting 'Metamodel' for 'System of Interest', 'Ontology' for 'Architecture' and 'Ontology Description' for 'Architecture Description' we have:

Equivalent Conceptual Model for an Ontology and Ontology Description

Equivalent Conceptual Model for an Ontology and Ontology Description

Usually what you find in files on the World Wide Web are ontology descriptions (not ontologies) - described using languages such as OWL (Web Ontology Language) or RDF (Resource Description Framework). In ISO/IEC/IEEE 42010 these Ontology Description Languages (ODLs) are also Architecture Description Languages:

An ADL is any form of expression for use in Architecture Descriptions.

An ADL provides one or more model kinds as a means to frame some concerns for its audience of stakeholders. An ADL can be narrowly focused, defining a single model kind, or widely focused to provide several model kinds, optionally organized into viewpoints. Often an ADL is supported by automated tools to aid the creation, use and analysis of its models.

EXAMPLES Rapide [25], Wright [43], SysML [31], ArchiMate [40] and the viewpoint languages of RM-ODP [ISO 10746] are ADLs in the terms of this International Standard

"architecture description language" ISO/IEC/IEEE 42010:2011, International Standards Organisation.

The ontology description using RDF + OWL Ontology Description Languages describes the individual elements - nodes, relationships, properties and property values in the TRAK metamodel with respect to other vocabularies (ontologies) so that TRAK architecture descriptions can be machine-read as knowledge graphs. The web pages provide some of the ontology description of TRAK metamodel elements in a human-readable form.

An ontology description using OWL, Turtle or RDF or any other ODL , however, is not a description of a metamodel - it doesn't describe or define the combinations of the metamodel elements - the triples - that form the basis of the content of TRAK architecture views. An ontology description defines the relationship between a pair of ontology elements - for example class structure (subClass) or set membership (isDisjointWith). An ontology only considers the definition of an individual class, property or property value.

An ontology is not a metamodel. A metamodel usually contains an ontology.

A Taxonomy

The TRAK metamodel contains a taxonomy - a parent / child or class structure through which element properties and participation in triples are inherited. For example the TRAK Resource element:-

A taxonomy defines parent / child Relationships Between Individual Ontology Elements

A taxonomy defines parent / child Relationships Between Individual Ontology Elements

A taxonomy is a particular type or restricted set of ontology limited to a class hierarchy. In fact we can say that a taxonomy is a restricted form of an ontology.

Summary Statements

We can say the following about a metamodel, an ontology and a taxonomy:

  1. A metamodel is defined by triples - a metamodel is not an ontology or a taxonomy
    • a metamodel contains an ontology
    • a metamodel usually contains a taxonomy e.g. in the TRAK metamodel - Resource
  2. An ontology defines the meaning of an individual element with respect to another ontology element - an ontology is not a metamodel
  3. A taxonomy is a restricted form of an ontology limited to class / subclass relationships between 2 ontology elements.

Hence if you find something that only defines an ontology this is not a metamodel - defining an ontology is not sufficient to define a metamodel.

Modification Date: 2024-09-16

Eclectica Systems Ltd