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Finding invariant feature areas within representation vector for each meta-class/group?

I have pairs of images which are not the same class, but are from the same meta-class/group. I have a standard CNN which produces a representation for each sample. If I have several pairs of images ...
StudentV's user avatar
1 vote
0 answers
87 views

What is the best way to train a neural network with a variable number of inputs?

Suppose I have a neural network with 5 inputs: [A,B,C,D,E] There is only 1 output. The expected accuracy of the model should increase when all 5 inputs are ...
user18959's user avatar
4 votes
3 answers
1k views

When is it necessary to manually extract features to feed into the neural network rather than providing raw data?

Usually, Neural Networks uses raw data. You do not need to extract features manually. NN's can find & extract good features which is a pattern of an image, signal or any kind of data. When we ...
dasmehdix's user avatar
  • 257
0 votes
1 answer
687 views

What is the impact of the number of features on the prediction power of a neural network?

What is the impact of the number of features on the prediction power of an ANN model (in general)? Does an increase in the number of features mean a more powerful prediction model (for approximation ...
Yazan Alatoom's user avatar
1 vote
1 answer
101 views

When is adding a feature useless?

I'm building a model, where, from a feature set A, I want to predict a target set C. I need to understand if another feature set B, together with A, can improve my model performances, instead of using ...
Cla's user avatar
  • 23
2 votes
2 answers
466 views

How do neural networks weigh multiple inputs/features of different dimensionality?

I am confused about how neural networks weigh different features or inputs. Consider this example. I have 3 features/inputs: an image, a dollar amount, and a rating. However, since one feature is an ...
Steven Davis's user avatar