Matrix Input Layer for Deep Neural Networks

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Lynn Marciano
Lynn Marciano el 8 de Ag. de 2018
Editada: Matt J el 6 de Abr. de 2023
I would like to be able to use the trainNetwork function to train a deep neural network on a matrix. It is not sequence data or an image and I know the only available input layers the deep networks provide is the imageInputLayer and the sequenceInputLayer. Is there any way that I can input a matrix to classify rather than the other two? Thanks in advance.
  2 comentarios
Shining Pearl
Shining Pearl el 22 de Nov. de 2019
Same question :|
CLOUDY LU el 12 de Feb. de 2020
Same question, not solved yet.

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Respuesta aceptada

JESUS DAVID ARIZA ROYETH el 15 de Feb. de 2020
The wonderful thing about Matlab is that almost everything is seen as matrices or vectors, in fact this is not a disadvantage but one of its greatest strengths, therefore, a grayscale image is a 2d matrix for Matlab, a picture Color is a 3D matrix. The answer then is yes, you can use imageInputLayer to train your matrices, in fact all the procedure that occurs within deep learning in the case of images are operations with matrices.
Maybe your matrices that you want to classify are images and you have not noticed! ,
try somehow graphing your matrices and maybe your your own brain will find patterns to classify
Now in the practical case For example, if you have a 50x28 matrix :
inputlayer = imageInputLayer ([50 28], 'Name', 'entry')
or 50,28 in InputSize in the Deep Network Designer
I hope that when you see my answer in the matrix of your screen, your convolutional networks classify me as a good contributor
  2 comentarios
Gian-Andrea Heinrich
Gian-Andrea Heinrich el 4 de Mzo. de 2020
If I understood LMs question right, he has one m x n matrix containing m samples with n-1 features each and one target. (at least, this is my usecase)
Thus, matlab thinks I am inputing just one image. Even if I set the input layer to [n-1 1]. Probably, I need to reshape my matrix.
Gabriela Nunes Lopes
Gabriela Nunes Lopes el 6 de Abr. de 2023
I have exacly the same problem!

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Más respuestas (1)

Xiaoliang Tang
Xiaoliang Tang el 18 de Nov. de 2020
  1 comentario
Matt J
Matt J el 6 de Abr. de 2023
Editada: Matt J el 6 de Abr. de 2023
Yes, but the featureInputLayer does not allow the features to be organized in multi-dimensional form. The InputSize property of the is necessarily a scalar.
The user could flatten the input, of course...

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