Question: FiveClassifiers.Stimulus The F1 scores for five classification models are shown below. You may assume that these are consistent with results from extensive cross-validation, and that
FiveClassifiers.Stimulus
The F1 scores for five classification models are shown below. You may assume that these are consistent with results from extensive cross-validation, and that none of the models require a 3-set partition (so only Training and Validation appear).
Tr | Va | |
Model 1 | 0.71 | 0.65 |
Model 2 | 0.75 | 0.61 |
Model 3 | 0.73 | 0.63 |
Model 4 | 0.74 | 0.62 |
Model 5 | 0.72 | 0.64 |
1. Which of the models is the most accurate based on the stated metric?
Model 4
Model 1
Model 3
Model 5
Model 2
2. Evidence of overfitting is the strongest for which of the models?
Model 2
Model 4
Model 1
Model 5
Model 3
Explain your reasoning for your answers to the previous two multiple-choice questions. Please explicitly state what part of your response goes with which question.
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