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>
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 |
