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Two homework assignments for the eecs 839 course in fall 2008. Students are required to determine certain and possible rules from decision tables using the same algorithms as their project, and to create a decision tree using the cart algorithm, voting for class membership, and cost-complexity pruning. The assignments are worth a total of 100 points, with 60 points for part 1 and 40 points for part 2.
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due: November 20, 2008
60 pts. 1. For the following decision table
Attributes Decision
Temperature Headache Nausea Flu
1 98? no yes 2 100 yes yes yes 3? no no yes 4 98 yes yes yes 5 98 – yes yes 6 96 yes no yes 7 96 no yes no 8 * yes * no
determine sets of certain and possible rules using the same algorithms as in your project. Show your work.
40 pts 2 For the following decision table
Attributes Decision
Size Color Feel Attitude
1 big yellow soft positive 2 medium yellow medium positive 3 medium blue medium neutral 4 medium yellow medium neutral 5 small yellow medium negative 6 small yellow hard negative 7 small yellow hard neutral
determine a decision tree using the CART algorithm, voting for determining class membership, and cost-complexity pruning (assume α = 0.02). Show your work.