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Next: Examples Previous: Measure Performance of a ExampleRestaurant concept
Suppose only considering attributes Patrons, Type, Hungry, Fri/Sat = Original - [None + Some + Full] Gain(Patrons) = 1 - [2/12 I(0,1) + 4/12 I(1,0) + 6/12 I(2/6,4/6)] = 0.541 bits = Original - [French + Italian + Thai + Burger] Gain(Type) = 1 - [2/12 I(1/2,1/2) + 2/12 I(1/2,1/2) + 4/12 I(2/4,2/4) + 4/12 I(2/4,2/4)] = 0 bits ------- I(2/6,4/6) = .92 Gain(Type) = .92 - [1/6I(0,1) + 1/6I(0,1) + 2/6I(1,1) + 2/6I(1,1)] = .92 - 4/6 = .253 Gain(Hungry) = .92 - [4/6I(1,1) + 2/6I(0,1)] = .92 - 4/6 = .253 Gain(Fri/Sat) = .92 - [5/6I(2/5,3/5) + 1/6I(0,1)] = .92 - ? < .253 Choose attribute Hungry ------- I(2/4,2/4) = 1 Gain(Type) = 1 - [0 + 1/4I(0,1) + 2/4I(1,1) + 1/4I(1,0)] = 1 - .5 = .5 Gain(Fri/Sat) = 1 - [3/4I(2/3,1/3) + 1/4I(0,1)] = 1 - .75*.92 = .31 Choose attribute Type ------- I(1/2,1/2) = 1 Gain(Fri/Sat) = 1 - [1/2I(1,0) + 1/2I(0,1)] = 1 - 0 = 1
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