An Advanced Learning Framework for High Dimensional Multi-Sensor Remote Sensing Data Project
<p>
Improve the use of land cover data by developing an advanced framework for robust classification using multi-source datasets:<br />
Develop, validate and optimize a generalized multi-kernel, active learning (MKL-AL) pattern recognition framework for multi-source data fusion.<br />
Develop both single- and ensemble-classifier versions (MKL-AL and Ensemble-MKL-AL) of the system.<br />
Utilize multi-source remotely sensed and in situ data to create land-cover classification and perform accuracy assessment with available labeled data; utilize first results to query new samples that, if inducted into the training of the system, will significantly improve classification performance and accuracy.<br />
</p>
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Complete Metadata
| @type | dcat:Dataset |
|---|---|
| accessLevel | public |
| bureauCode |
[ "026:00" ] |
| contactPoint |
{ "fn": "George Komar", "@type": "vcard:Contact", "hasEmail": "mailto:george.komar@nasa.gov" } |
| description | <p> Improve the use of land cover data by developing an advanced framework for robust classification using multi-source datasets:<br /> Develop, validate and optimize a generalized multi-kernel, active learning (MKL-AL) pattern recognition framework for multi-source data fusion.<br /> Develop both single- and ensemble-classifier versions (MKL-AL and Ensemble-MKL-AL) of the system.<br /> Utilize multi-source remotely sensed and in situ data to create land-cover classification and perform accuracy assessment with available labeled data; utilize first results to query new samples that, if inducted into the training of the system, will significantly improve classification performance and accuracy.<br /> &nbsp;</p> |
| distribution |
[ { "@type": "dcat:Distribution", "format": "XML", "mediaType": "application/xml", "downloadURL": "http://techport.nasa.gov/xml-api/11845" } ] |
| identifier | TECHPORT_11845 |
| issued | 2012-08-01 |
| keyword |
[ "active", "nasa-headquarters", "project" ] |
| landingPage | http://techport.nasa.gov/view/11845 |
| modified | 2025-03-31 |
| programCode |
[ "026:005" ] |
| publisher |
{ "name": "Science Mission Directorate", "@type": "org:Organization" } |
| references |
[ "http://techport.nasa.gov/doc/home/TechPort_Advanced_Search.pdf", "http://techport.nasa.gov/fetchFile?objectId=3447", "http://techport.nasa.gov/fetchFile?objectId=3448", "http://techport.nasa.gov/fetchFile?objectId=3456", "http://techport.nasa.gov/fetchFile?objectId=6560", "http://techport.nasa.gov/fetchFile?objectId=6561", "http://techport.nasa.gov/fetchFile?objectId=6584", "http://techport.nasa.gov/home" ] |
| temporal | 2012-08-01T00:00:00Z/2015-07-01T00:00:00Z |
| theme |
[ "Earth Science" ] |
| title | An Advanced Learning Framework for High Dimensional Multi-Sensor Remote Sensing Data Project |
