Dataset Identification:
Resource Abstract:
- Distributed data mining from privacy-sensitive multi-party data is likely to play an important role in the next generation
of integrated vehicle health monitoring systems. For example, consider an airline manufacturer [tex]$ mathcal{C}$[/tex] manufacturing
an aircraft model [tex]$A$[/tex] and selling it to five different airline operating companies [tex]$ mathcal{V}_1 dots mathcal{V}_5$[/tex].
These aircrafts, during their operation, generate huge amount of data. Mining this data can reveal useful information regarding
the health and operability of the aircraft which can be useful for disaster management and prediction of efficient operating
regimes. Now if the manufacturer [tex]$ mathcal{C}$[/tex] wants to analyze the performance data collected from different aircrafts
of model-type [tex]$A$[/tex] belonging to different airlines then central collection of data for subsequent analysis may not
be an option. It should be noted that the result of this analysis may be statistically more significant if the data for aircraft
model [tex]$A$[/tex] across all companies were available to [tex]$ mathcal{C}$[/tex]. The potential problems arising out of
such a data mining scenario are:
Citation
- Title Privacy Preserving Distributed Data Mining
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- revision Date
2010-09-29T17:13:50
Resource language:
[u'en-US']
Constraints on resource usage:
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- Constraints
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- Use limitation statement:
- public
point of contact
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publisher
- individual Name {u'hasEmail': u'mailto:kamalika.das@nasa.gov', u'fn': u'Kamalika Das'}
- organisation Name
{u'subOrganizationOf': {u'subOrganizationOf': {u'name': u'U.S. Government'}, u'name': u'National Aeronautics and Space Administration'},
u'name': u'Dashlink'}
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- Contact information
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- Address
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- electronic Mail Address
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Metadata data stamp:
2010-09-29T17:13:50
Metadata contact
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publisher
Metadata scope code
dataset
Metadata standard for this record:
ISO 19115:2003 - Geographic information - Metadata
standard version:
ISO 19115:2003
Metadata record identifier:
DASHLINK_28
Metadata record format is ISO19139 XML (MD_Metadata)