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For our case study of 27 rules, we conclude that the most relevant rules are given in Table 7.
However, the integration of multi-criteria decision analysis approach within the association rules process selects only the most relevant rules, according to the decision makers' preferences.
However, this technique produces a very large number of decision rules, preventing decision makers from making their own selection of the most relevant rules.
Table 7 The most relevant rules N Rule RL Habitat=tenant(wedge )Agreement=Yes rightarrow )Grade=middle_grade RL11 Grade=middle_grade(wedge )Agreement=Yes rightarrow )Habitat=tenant RL14 Habitat=tenant rightarrow )Grade=middle_grade RL15 Grade=middle_grade rightarrow )Habitat=tenant RL16 Agreement=Yes rightarrow )Grade=middle_grade RL18 Agreement=Yes rightarrow )Habitat=tenant.
The most relevant rules concern addition, subtraction, and multiplication: :even ± even = even :odd ± odd = even :even × integer = even Inserting appropriate values into the left sides of these rules, one can produce 0 on the right sides: :2 − 2 = 0 :−3 + 3 = 0 :4 × 0 = 0 The above rules would therefore be incorrect if zero were not even.
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To mine the most relevant negative rules, the mining task of negative association rules is often coupled with new measure such as lift or conviction to limit the set of extracted association rules.
The most relevant of the rules, in this context was of course number (i).
The most relevant international legal rules, the International Health Regulations (IHRs) adopted by WHO in 1969 IHR 19699), did not include influenza as a disease subject to the Regulations, nor did IHR 1969 require sharing of biological samples for the diseases covered (13 ).
Even though the above scenario leading to GIR1 evolution seems to be the most relevant, we cannot rule out that some unknown transposition events could have taken place at the RNA level with subsequent transfer to the DNA level by reverse transcription and integration into the genome or by the recently described RNA-directed DNA repair mechanism (Storici et al, 2007).
We are the first to design an efficient algorithm using a closed itemset lattice-based approach, which can mine the most relevant minimal cross-level association rules.
Practice and experience is needed to determine whether the last KE is the most relevant, or whether other decision rules should be applied.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com