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igtd's Issues

Matrix image shape

I have read the paper in nature and I am unsure if the image created needs to be symmetrical? If I have 200 features can I create an image of 20 x 10 or does it need to be symmetrical by adding padding features so it has an integer square root?

image for CNN

What is the final image for training a CNN and where can it be called from the Test_1 and Test_2 directories?

test set

Hello,
I'm trying to use your code for prediction based on chemistry descriptors. How can I create such images for test set, when I've already obtained model based on training set presented with IGTD? In different words, after creation of images are there any settings which I should give to test set?

.pkl files

Results.pkl in Test_1 and Test_2 directories should store the original tabular data, the generated image data, and the names of samples. It does not display all these files when pickle.load() is executed.

Little amount of input column

Hi !

I have a project about Binary Classification with Tabular data. Data contains 3 columns as input and 1 column as output. Also the number of rows is 6646.

image

I want bigger matrix. What I mean is because of the 3 inputs, generated images only becomes like 1-3 or 3-1. For example I want 4*4 images which generated from 3 inputs.

image

I want images like this :

image

Is there any way to do this ?

Time complexity is high when column number arbitrary in image transformation

image
When using the image transformation, depending on the number of columns (for example ~20 thousand colons), I encounter quite long algorithm run times, for example about 30 hours, but as a result, I get a crash. I got around this by reducing the number of columns. What are your suggestions, what would you recommend?
Thank in advance

Converting back to panel data

Not necessarily an issue and more of a question...
Would it be possible to convert from the image back to panel data?

Images and data text files being saved empty.

Hello,

I ran the Examples_Of_Table_To_Image_Conversion.py file and it produced the expected output images. I now am attempting to create my own images, but when I add my own test data, and follow the same steps as Examples_Of_Table_To_Image_Conversion.py, it produces empty images and data text files. The script runs otherwise as expected, and produces all other images and text files correctly with no error. Is there a way I can debug what is going on with the algo?

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