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For specific applications, domain knowledge can be further designed as measures to evaluate the discovered rules.
The discovered rules disclose strong associations among the purchased drugs that improve the allocation and distribution of dispensers among the robotic units, in addition to enhancements in other pharmacy managerial strategies.
Experimental results show that machine off-on decisions efficiently reduce the total energy consumption; and, the discovered rules reach the lower bound calculated by GAMS/CPLEX in small problems and have significant superiority over other dispatching rules in energy saving.
The discovered rules in this study represent a number of non-random and interesting relationships that can help rational molecular design and can ultimately be helpful for drug discovery.
Those input patterns not classified as O-glycosylated by any of the discovered rules are assigned a 0 output and considered as not O-glycosylated.
In order to test the stability of the discovered rules, we removed 15% of the data set and reran the analysis.
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The RIPPER algorithm discovered rules at a much higher frequency, even when corrected for the number of options tested (Table 3).
Within minutes, the program had discovered rules of spam identification that had taken me years to acquire.
The predictive accuracy obtained by the proposed GA was similar to the one obtained by J4.8, but the former, in general, discovered rules with fewer conditions.
We also discovered rules wherein the two-side union of each rule adheres to a given constraint (see [6]).
Although, association rule technique has many drawbacks such as a large number of discovered rules, redundancy, the production of non-interesting rules [5, 6, 35] and the complexity of rule extraction process.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com