Mapping for reuse in knowledge based systems
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Mapping for Reuse in Knowledge-Based Systems. DERI Research Seminar – Ontology Mediation Track 2004-05-28 Jos de Bruijn Digital Enterprise Research Institute [email protected] References for this presentation.

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Mapping for Reuse in Knowledge-Based Systems

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Mapping for reuse in knowledge based systems

Mapping for Reuse in Knowledge-Based Systems

DERI Research Seminar – Ontology Mediation Track

2004-05-28

Jos de Bruijn

Digital Enterprise Research Institute

[email protected]


References for this presentation

References for this presentation

  • J. Y. Park, J. H. Gennari, and M. A. Musen (1998). Mappings for reuse in knowledge-based systems. In Proceedings of the 11th Workshop on Knowledge Acquisition, Modelling and Management (KAW 98), Banff, Canada.

Jos de Bruijn <[email protected]>


Agenda

Agenda

  • Reusable Components in KBS

  • Mappings between KBS components

    • Implicit Mappings

    • Procedural Mappings

    • Declarative Mappings

  • A Mapping Ontology

    • Requirements

    • Mapping Properties

    • Structure of the Ontology

    • Mapping Patterns

  • Conclusions

Jos de Bruijn <[email protected]>


Reusable components

Reusable Components

  • Knowledge-Based Systems consist of:

    • Domain Knowledge

      • Domain Ontology

      • Knowledge Base instances

    • Domain-independent Problem-Solving Methods (PSM)

      • Input and output described by method ontology

  • For a given task, relevant domain knowledge and PSM may already exist

  • In order for a PSM to solve a domain-specific task:

    • PSM needs to be connected to domain knowledge

    • Mapping Relations define translation of concepts and objects

Jos de Bruijn <[email protected]>


Mappings between kbs components

Mappings between KBS components

  • Mappings are defined as:

    • Whatever mechanisms are used to convert between structures existing in one component and analogous structures expected by another

  • Types of mappings:

    • Implicit mapping:

      • also component adaptation.

      • The object definitions in one component are changed to fit the requirements of the other

    • Procedural mappings:

      • translation code to convert instances from one representation to another.

      • Difficult to reuse

    • Declarative mappings:

      • Easier to reuse

      • Mappings convey the intent of the mapping: what instead of how

Jos de Bruijn <[email protected]>


Mapping ontology requirements

Mapping Ontology - Requirements

  • Expressiveness

  • Ease of Use

    • Design of mappings should be straightforward

  • Clarity

    • Mappings should be easy to reuse and comprehend

  • Parsimony

    • Set of mapping relations should be minimized

    • Number of classes in ontology should be kept small

  • Efficiency

  • Principled design/natural distinctions

    • Should be based on both theoretical and practical requirements of mapping task

Jos de Bruijn <[email protected]>


Mapping ontology mapping the properties

Mapping Ontology – Mapping the properties

  • Complex objects are decomposed into simple objects (corresponding to properties) for mapping

  • Four dimensions for the mapping task:

    • Power/complexity

    • Scope

      • The range of domain classes

    • Dynamicity

      • When and how a mapping should be invoked (precompiled vs. run-time)

    • Cardinality

      • 1-1, 1-n, n-1

Jos de Bruijn <[email protected]>


Mapping ontology mapping the properties1

Mapping Ontology – Mapping the properties

Jos de Bruijn <[email protected]>


Mapping ontology structure of the ontology

Mapping Ontology – Structure of the Ontology

Jos de Bruijn <[email protected]>


Mapping patterns

Mapping Patterns

  • Mapping patterns capture sets of mapping relations applied to similar domain-to-method conversions

  • Benefits:

    • Less repetition in mapping specification

    • Increased reliability

    • Reduced verbosity of the mappings

    • Convey the intent of the mapping

Jos de Bruijn <[email protected]>


Questions

Questions?

Jos de Bruijn <[email protected]>


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