Exercise 5: Consider the following classification datasets: Dataset 1: Dataset 2: Dataset 3: Dataset 4: X1 x2 d x1 x2 d 17 91 8 -1 17 -1 d d X1 x2 1 x2 4 6 4 6 9 1 5 -1 4 10 1 1 5 1 6 5 3 -1 2 10 -1 9 3 15 -1 -1 Which ones among these datasets can be perfectly classified by a single neuron Perceptron? Answer 1. Datasets 1, 2 and 3. Answer 2. Dataset 1. 287

Computer Networking: A Top-Down Approach (7th Edition)
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Author:James Kurose, Keith Ross
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Exercise 5: Consider the following classification datasets:
Dataset 1:
Dataset 2:
Dataset 3:
Dataset 4:
X1 x2 d
4 5
x2 d
4
d
x2 d
X2
6 17 1
2
6 1
5 1
10 | -1
9.
1
4 1
4 9
1
10
9
1
8 9
1
5
-1
5
8
-1
7
3
-1
-1
9.
17| -1
3
15 | -1
4
-1
Which ones among these datasets can be perfectly classified by a single neuron Perceptron?
Answer 1. Datasets 1, 2 and 3.
Answer 2. Dataset 1.
Answer 3. Datasets 1 and 3.
Answer 4. Datasets 2 and 4.
Answer 5. None of the other alternatives.
Answer 6. Datasets 1, 2 and 4.
Answer 7. Dataset 4.
Answer 8. Datasets 1 and 2.
Answer 9. Datasets 2 and 3.
Answer 10. Datasets 3 and 4.
Answer 11. Datasets 1, 2, 3 and 4.
Answer 12. Datasets 2, 3 and 4.
4 12N
Transcribed Image Text:Exercise 5: Consider the following classification datasets: Dataset 1: Dataset 2: Dataset 3: Dataset 4: X1 x2 d 4 5 x2 d 4 d x2 d X2 6 17 1 2 6 1 5 1 10 | -1 9. 1 4 1 4 9 1 10 9 1 8 9 1 5 -1 5 8 -1 7 3 -1 -1 9. 17| -1 3 15 | -1 4 -1 Which ones among these datasets can be perfectly classified by a single neuron Perceptron? Answer 1. Datasets 1, 2 and 3. Answer 2. Dataset 1. Answer 3. Datasets 1 and 3. Answer 4. Datasets 2 and 4. Answer 5. None of the other alternatives. Answer 6. Datasets 1, 2 and 4. Answer 7. Dataset 4. Answer 8. Datasets 1 and 2. Answer 9. Datasets 2 and 3. Answer 10. Datasets 3 and 4. Answer 11. Datasets 1, 2, 3 and 4. Answer 12. Datasets 2, 3 and 4. 4 12N
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