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Assume you have the data set given below, which provides hypothetical examples of instances when people did or did not get hired for a job.
Assume you have the data set given below, which provides hypothetical examples of instances when people did or did not get hired for a job. It consists of three categorical attributes and a label that indicates "hired" or "not hired". Using this data, induce a decision tree using information gain for splitting the nodes, showing the calculations at each step.
Training Set | ||||
# | Experience (EXP) | Sufficient Qualifications? (QUAL) | Opinions of References (REFOP) | true label |
1 | good | yes | favorable | 1 |
2 | excellent | yes | favorable | 1 |
3 | none | no | favorable | 0 |
4 | good | no | not favorable | 0 |
5 | good | yes | not favorable | 0 |
6 | excellent | yes | not favorable | 0 |
7 | excellent | yes | favorable | 1 |
8 | good | yes | favorable | 1 |
9 | none | yes | favorable | 1 |
10 | none | yes | not favorable | 0 |
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