Advanced Database Systems F24DS2/F29AT2
- The slides on data quality and data cleaning: (lectures on Monday 27th Feb 2006):
ADB_DC1.ppt ; and ADB_DC2.ppt
- The slides on data mining: (lectures on Monday March 6th 2006):
ADB_DM1.ppt ; and ADB_DM2.ppt
- The classic paper on the Apriori algorithm:
pdf
- A page of links to various tutorials related to data mining algorithms:
here
- A tutorial on high performance data mining: pdf
- A tutorial on rule induction: pdf
- A survey of evolutionary algorithms in data mining
freitas01survey.pdf
- The UCI Repository
is an excellent source of many interesting datasets that are used for testing various
new and old ideas for data mining algorithms.
- If you want to do an MSc project on data mining with me, I would like projects that
investigated evolutionary algorithms (see this rough primer )
for evolving interesting rules. E.g. a good project could be to investigate variants of
the type of algorithm discussed in the survey by Freitas (see above) on test data
from the UCI repository (see above).
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