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Computer Sciences

Open Access Theses & Dissertations

2012

Knowledge Representation

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Ontologies For Scientific Data Transformation, Leonardo Salayandia Jan 2012

Ontologies For Scientific Data Transformation, Leonardo Salayandia

Open Access Theses & Dissertations

A common task for scientists is to collect data and apply algorithms to process the data. Scientists who aim to use data collected or processed by other scientists must be able to determine the applicability of the data. Supporting a scientist's capability to identify and reason about data can be achieved by associating the data with metadata about the conditions under which the data was collected and how it was processed, i.e., its provenance. This dissertation presents the Workflow-Driven Ontology (WDO) framework for representing formal knowledge about data with respect to how it is collected and transformed. Formally represented knowledge …