Questions tagged [generalization]

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Is it possible to extract the features of feature extraction?

Can the features of feature extraction be extracted by developing a feature extraction approach that can be pointed at a large number of feature extraction processes that have successfully extracted ...
1
vote
0answers
61 views

How do I determine the generalisation ability of a neural network?

I am trying to ascertain if my neural network is able to generalize or if it’s simply using memory/overfitting to solve a task. I would like my model to generalise. Currently, I train the neural ...
10
votes
3answers
487 views

How does noise affect generalization?

Does increasing the noise in data help to improve the learning ability of a network? Does it make any difference or does it depend on the problem being solved? How is it affect the generalization ...
2
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1answer
180 views

How can generalization error be estimated?

How would you estimate the generalisation error? What are the methods of achieving this?