Knowledge Patterns

05/08/2020
by   Peter Clark, et al.
19

This paper describes a new technique, called "knowledge patterns", for helping construct axiom-rich, formal ontologies, based on identifying and explicitly representing recurring patterns of knowledge (theory schemata) in the ontology, and then stating how those patterns map onto domain-specific concepts in the ontology. From a modeling perspective, knowledge patterns provide an important insight into the structure of a formal ontology: rather than viewing a formal ontology simply as a list of terms and axioms, knowledge patterns views it as a collection of abstract, modular theories (the "knowledge patterns") plus a collection of modeling decisions stating how different aspects of the world can be modeled using those theories. Knowledge patterns make both those abstract theories and their mappings to the domain of interest explicit, thus making modeling decisions clear, and avoiding some of the ontological confusion that can otherwise arise. In addition, from a computational perspective, knowledge patterns provide a simple and computationally efficient mechanism for facilitating knowledge reuse. We describe the technique and an application built using them, and then critique its strengths and weaknesses. We conclude that this technique enables us to better explicate both the structure and modeling decisions made when constructing a formal axiom-rich ontology.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/18/2020

Generic Ontology Design Patterns: Roles and Change over Time

In this chapter we propose Generic Ontology Design Patterns, GODPs, as a...
research
02/16/2012

Towards quantitative measures in applied ontology

Applied ontology is a relatively new field which aims to apply theories ...
research
11/20/2017

Facets, Tiers and Gems: Ontology Patterns for Hypernormalisation

There are many methodologies and techniques for easing the task of ontol...
research
09/25/2018

Coordinating and Integrating Faceted Classification with Rich Semantic Modeling

Faceted classifications define dimensions for the types of entities incl...
research
12/30/2016

Automatic Data Deformation Analysis on Evolving Folksonomy Driven Environment

The Folksodriven framework makes it possible for data scientists to defi...
research
05/15/2018

Formal Modelling of Ontologies : An Event-B based Approach Using the Rodin Platform

This paper reports on the results of the French ANR IMPEX research proje...
research
06/14/2019

Extensions of Generic DOL for Generic Ontology Design Patterns

Generic ontologies were introduced as an extension (Generic DOL) of the ...

Please sign up or login with your details

Forgot password? Click here to reset