Question: A prediction model that had been trained and optimize for multi-label classification for three different classes of quality of fruits and three different classes of

 A prediction model that had been trained and optimize for multi-label

classification for three different classes of quality of fruits and three different

A prediction model that had been trained and optimize for multi-label classification for three different classes of quality of fruits and three different classes of types of fruits were tested with test dataset distribution as shown in Table 04(a). The result of the classification is shown in the form of a Confusion matrix as seen in Table Q4(b). (a) The confusion matrix given in Table Q4(b) is incomplete. Calculate the value of JI, J2, 13 and 14 respectively. [8 marks) (b) Reconstruct the multi-label confusion matric into multi-class confusion matric for different types of fruit classification. Assume that the testing dataset in Table Q4(a) is tested with the same trained network. (c) [10 marks) Based on the confusion matrix answered in Q4(b), for eggplant classification: (1) Calculate the True-Positive (TP), True-Negative (TN), False-Positive (FP) and False-Negative (FN) [2 marks) (ii) Find the Fl-score and specificity of the classification [5 marks) Table 04(a) No of test samples Chilli- Type of Fruits Eggplant Tomato =T E 110 115 125 110 95 125 Class Grade A'A Unrippen U Infested 1 Quality of Fruits 100 120 115 No of test samples Table Q4(b) ACTUAL AE AC UC User's accuracy IC UE IE AT UT IT AC 100 3 0 0 5 0 3 0 0 90% UC 0 0 0 0 0 100% 100 0 0 0 0 0 J2 IC 0 J1 115 J2 0 0 0 0 0 93% AE 0 2 0 95 0 0 3 0 5 110% P R E D I T UE 0 1 0 0 120 0 0 0 5 5 95% OOZ IE 0 J3 0 5 0 95 6 0 5 J4 N AT 0 2 0 0 0 0 0 0 100 0 5 93% UT 0 1 0 5 0 0 3 110 5 89% IT 0 2 ooooo 0 0 0 0 0 0 100 98% Producer's accuracy 100% 83% 100% 86% 96% 100% 87% 100% 80%

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Databases Questions!