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Published byClarence Lane Modified over 9 years ago
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Abstraction and Visualization to Support Access to NPO’s Structure and Content Michael Halper, Vladimir Ventura, Yehoshua Perl SABOC New Jersey Institute of Technology Newark, NJ 07102
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Overview Abstraction Networks (“AbNs”) for Ontologies Two example AbNs: – Area taxonomy – Partial-area taxonomy BLUOWL: taxonomy-based software tool Application to the NPO Conclusions 2
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Ontology Excerpt 3 IS-A wave speed Parameter length unit unit of measurement wave parameter wavelength wave amplitude speed of sound wave has_unit_of_measure unit of velocity wavelength of sound frequency of sound wave frequency unit wave frequency amplitude of sound wave
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Abstraction Networks (“AbNs”) An abstraction network (“AbN”) is derived from an ontology’s content and structure and provides a compact (summarization) view AbNs group “similar” concepts together and represent them using a single node Nodes are organized into a hierarchy 4
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Area and Partial-Area Taxonomies Area taxonomy summarizes structurally similar concepts Partial-area taxonomy refines the area taxonomy into hierarchically related groups of concepts Will review derivation using examples from NPO 5
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Area Taxonomy Derivation An area is a set of concepts that share the same relationship structure (structurally similar) 6 Areas
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Partial-Area Taxonomy Derivation Root: A concept with no parents in its area Partial-area: A root + all its descendants in the area (structurally similar and clustered similarly) 7 Root
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Overlapping Concepts Partial-areas are not necessarily disjoint A concept residing in two or more partial- areas is called an overlapping concept 8 overlapping
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Overlapping Metrics 9 LevelArea Name# overlapping 3has_function, part_of, participates_in1 3has_function, has_quality, participates_in18 4has_function, has_part, has_quality, participates_in6 6has_component_part, has_function, has_part, has_quality, has_role, participates_in3 6 has_output_participant, has_participant, negatively_regulates, positively_regulates, realizes, regulates1
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Applications of Taxonomies QA (inconsistency detection and improved modeling) Summarization Navigation Proposed: – Support of ontology development – Support of various biomedical applications where similar concepts need to be identified 10
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Taxonomy-Based Software Tool BLUOWL Automatic generation of a variety of taxonomy views Concept-level browsing based on those views Aids for QA guidelines 11
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NPO Taxonomies Based on the inferred view of the NPO Relationships (object properties) defined in terms of domains And/or relationships defined as restrictions on concepts 12
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Conclusions Taxonomies are useful tools for getting a high-level view of NPO while ignoring minutiae BLUOWL automatically generates the taxonomies and permits customized browsing BLUOWL was demonstrated on the NPO Plan to work next on ChEBI 13
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