Research Article

Automatic Rule Generation for Decision-Making in Context-Aware Systems Using Machine Learning

Table 3

A sample of well-performed rules for a user with no allergy history.

RulesIF-THEN ruleOccurrence frequencyFitness value

R1.1IF outlook = overcast THEN play = yes10.743
R1.2IF humidity = normal AND windy = false THEN play = yes10.686
R1.3IF humidity = normal AND windy = true AND temperature = cool AND outlook = overcast THEN play = yes10.675
R1.4IF humidity = normal AND windy = true AND temperature = hot THEN play = yes10.611