Ontology Synthesis
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Transcript of Ontology Synthesis
8/7/2019 Ontology Synthesis
http://slidepdf.com/reader/full/ontology-synthesis 1/9
Ontology Synthesis
8/7/2019 Ontology Synthesis
http://slidepdf.com/reader/full/ontology-synthesis 2/9
Steps in the ontology building
Workflow Parsing
Ontology Mapping
Entity and Class Definition
User Interaction for semantic
meaning
Ontology Aggregation
Ontology Validation
8/7/2019 Ontology Synthesis
http://slidepdf.com/reader/full/ontology-synthesis 3/9
Ontology Building Process
� Workflow Parsing & Dataset building
� Mapping to the Base Ontology Template
� Entity and Class definition� User Interaction for Entity Classification and
semantic association
�Ontology Creation / aggregation
� Ontology validation
8/7/2019 Ontology Synthesis
http://slidepdf.com/reader/full/ontology-synthesis 4/9
Ontology Building Process
� The Process is done in 5 Steps
� Workflow Parsing & Dataset building
± Parser loads the workflow
± Transforms the parsed data structure into a canonical table [1]
± Entity Recognition:
� Extraction of data in each value and associates with existing concepts
± Relationship Discovery:
� The parser identifies the relationship of identified concepts using lexicon data
± Constraint /Properties Discovery:
� Selects constraint and property information in the table by examining the tables data
values.
1. Mini Ontology Generation using canonical data
8/7/2019 Ontology Synthesis
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Canonical Table Formation
� Activity objects± Elementnon
± Type , StereoType
±
Inports, Outports± Constraint, Properties
± subActivitity
�
Flow Objects± Element
± Type , StereoType
± Source, Sink
8/7/2019 Ontology Synthesis
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Ontology Building Process
� Mapping to the Base Ontology Template
� Input:
± Base AGWL ontology
± Structural Entities
� Structural entity identification
± Atomic Activities
±
Compound Activities± Flow Information
� Entity / Class identification
± Grouping of similar Entities for allocation of same
Structural type
8/7/2019 Ontology Synthesis
http://slidepdf.com/reader/full/ontology-synthesis 7/9
Ontology Building Process
� User Interaction for Entity Classification
± After structural identification
± LEXICON build during previous sessions is used.
± LEXICON is updated with new information± Activity Types are classified based on the function they perform
e.g . ReadDNAImage, Alignment, Analysis
From [ADAPTER,aceDB] [DotLet,Sim] [SLAM , EMBOSS]
± DataPorts are extracted for each entity
± Semantic Mapping of data ports is performed with the help of user
interaction.
± e.g DNAIMAGE for [database record][ Protein Image][Protein dump]
8/7/2019 Ontology Synthesis
http://slidepdf.com/reader/full/ontology-synthesis 8/9
Ontology Building Process
� Ontology Creation
± Structural rules for the ontology are defined based on
available information
± Semantic information is encoded into OWL dialect
± Entities and associated information and rules are grouped
± Resulting data structures are merged to create the
ontology.