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Q5) Consider the tables below which show a training data set and a validation data set for a two class classification problem. The estimated class
Q5) Consider the tables below which show a training data set and a validation data set for a two class classification problem. The estimated class label for each sample in the training set is found as a result of three-fold cross validation. Calculate the: Accuracy for the 3rd fold (i.e. when the first 2 folds are used for training and the 3rd fold is used for testing) F-score using three-fold cross validation. Precision, Recall and F-score using the training set given above. Training set: Validation set: Count PREDICTED CLASS Training Sample True Class Label Estimated Class Label Class=Yes Class=NO Training Sample True Class Label Estimated Class Label Class=Yes b a 2 1 3 2 ACTUAL CLASS 3 + 4 5 Class=NO C d 4 - 6 7 5 a Precision (p)= a+c 8 9 10 11 12 a+d Accuracy= a+b+c+d a Recall (r) = + a + b F-measure (F) 2rp r+p 2a 2a + b + c
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