Data Cleaning by Ihab F. Ilyas and Xu Chu

Data Cleaning by Ihab F. Ilyas and Xu Chu

Author:Ihab F. Ilyas and Xu Chu
Language: eng
Format: epub
Publisher: Association for Computing Machinery


Figure 5.1 TANE.

Algorithm 5.1TANE

Input: One relational instance I, schema R

Output: All minimal FDs Σ

L1 ←{{A}|A ∈attr(R)}

l ←1

while Ll = do

forall Node Y ∈ Ll do

forall Parent node X of Y do

if X →Y − X is valid then

add X →Y − X to Σ

endif

endfor

endfor

pruning Ll based on the three pruning rules

Ll+1 ← generate next level based on Ll

l ←l +1

endwhile

Algorithm 5.2FASTFD

Input: One relational instance I, schema R

Output: All minimal FDs Σ

forall A ∈attr(R) do

calculate

endfor

forall A ∈attr(R) do

Finding all minimal set covers of using a depth-first search

For every cover X, add X → A to Σ

endfor



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