Data Mining - Opportunity and Challange
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Transcript Data Mining - Opportunity and Challange
Data Mining - Opportunity and
Challenge
Chair - Al Holm
Scribe - Steve Beckwith
.ppt - Chuck Pullen
Fly on Wall - Lee Anne Willson
John Good
Bill Dillon
Concept Summary
Organized data mining may offer a new way
for AAVSO to serve the professional
astronomy community while encouraging
new membership and new life for some
existing members.
Some changes to existing data collection
and management would be needed.
Entwined with entire concept of data
quality of visual observations.
The Promise of Data Mining
Activity for beginner
to advanced member
Requires no telescope
or observations
Analysis desperately
needed, in both AAVSO
and other data sets
May appeal to new
types of “observers”
The Peril of Data Mining
Requires
infrastructure
Infrastructure = $
Requires Training
Training = $
Requires evaluation of
AAVSO data quality
Evaluation = pain!
Concept Overview- Data
Enhancement
Existing data base needs to be upgraded to
“validated”
Rapid, machine-based screening of data
necessary to keep interest
Some measure of data quality necessary,
on both visual, PEP and CCD data.
Vol. archival of FITS CCD frames, with pro
level header data, important for NVO (more
later).
Concept Overview Infrastructure
Cross platform, free to user, validated
software, from simple educational level to
high quality analytical .
Multi level query
Rapid access to new data, perhaps with
quality flags
In depth training - quantum enhancement
of HOA
Concept Overview- Marketing
Who are the miners?
Recruit via the web, non-astronomy based
technology media, Sci. Amer., SETI@HOME
example
Be inclusive of diverse levels, 4th graders
to PhDs, but be wary of results.
Define goals and recognize work.
Concept Overview - Clients
Who uses the output?
Members
Scientific Community
Educators
The curious...
What about the mass of
unevaluated survey data?
Data analysis starts at home
If we build it - they will come
Perfect our system in house first, then
invite others to join us.
Potholes on the Info. Super Hwy.
Interest?
Funding (NVO funds possible)
Sociopolitical
Data flow constrictions (CCD Images)
Automation of data quality evaluation
Recommendations
Develop working group to consult.
Combine efforts with overall NVO
participation.
Update HOA to reflect new opportunities
Prepare for change…
Conclusion
AAVSO’s mission to promote the
science of variable stars requires, in
addition to the collection of data,
using an integrated suite of database
design/upgrade, software, and training
for data analysis.
CCD/film Data Archival
Important future
contribution
Well within goals of
AAVSO
Separate but related
with data mining
Address as part of NVO