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Spring 2005 Colloquium Series Roger L. King Dr. Roger L. King, will talk about Semantics-Enabled
Framework for Knowledge Discovery from Earth Observation Data Archives.
Earth observation data has increased significantly over the last decades
with satellites collecting and transmitting to Earth receiving stations
in excess of three terabytes of data a day. This data acquisition rate
is a major challenge to the existing data exploitation and dissemination
approaches. The lack of content and semantic based interactive information
searching and retrieval capabilities from the image archives is an impediment
to the use of the data. Dr. King will describe a NASA funded framework
being developed at Mississippi State University that is built around
a concept-based model using domain-dependant ontologies. In this framework,
the basic concepts of the domain are identified first and generalized
later, depending upon the level of reasoning required for executing
a particular query. They employ an unsupervised segmentation algorithm
to extract homogeneous regions and calculate primitive descriptors for
each region based on color, texture and shape. They initially perform
an unsupervised classification by means of a Kernel Principal Components
Analysis (KPCA) method, which extracts components of features that are
nonlinearly related to the input variables, followed by a Support Vector
Machine (SVM) classification to generate models for the object classes.
The assignment of concepts in the ontology to the objects is achieved
automatically by the integration of a Description Logic (DL) based inference
mechanism, which processes the interrelationships between the properties
held in the specific concepts of the domain ontology. The framework
is exercised in a coastal zone domain. IS&T Colloquium Committee Host: Jacqueline Le Moigne, Sign language interpreter upon request: 301-286-8313 |
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| Information Science & Technology Colloquium Series Responsible NASA Official: Paul Hunter Curator: Patrick Healey + Privacy Policy and Important Notices This file was last modified on Friday, 04-Apr-2008 15:08:55 EDT |
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