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nbro
nbro
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Oversampling How do I increase the size of Balanced Datasetan (almost) balanced dataset?

I am trying to add more data points in my (almost) balanced dataset for training my neural network. I have come across techniques such as SMOTE or Random Over Sampling, but they work best for imbalanced data (as they balance the dataset). How can I do this and is it even worth it?

P.S. I know copying the same data points and appending them at the end doesn't add much value, but can we do it, and can it help to increase the prediction accuracy?

Oversampling of Balanced Dataset

I am trying to add more data points in my (almost) balanced dataset for training my neural network. I have come across techniques such as SMOTE or Random Over Sampling but they work best for imbalanced data (as they balance the dataset). How can I do this and is it even worth it?

P.S. I know copying the same data points and appending them at the end doesn't add much value but can we do it and can it help to increase the prediction accuracy?

How do I increase the size of an (almost) balanced dataset?

I am trying to add more data points in my (almost) balanced dataset for training my neural network. I have come across techniques such as SMOTE or Random Over Sampling, but they work best for imbalanced data (as they balance the dataset). How can I do this and is it even worth it?

P.S. I know copying the same data points and appending them at the end doesn't add much value, but can we do it, and can it help to increase the prediction accuracy?

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nbro
nbro
  • 41.4k
  • 12
  • 115
  • 205

I am trying to add more data points in my (almost) balanced dataset for training my neural network. I have camecome across techniques such as SMOTE or Random Over Sampling but they work best for imbalanced data (as they balance the dataset).How Can How can I do this and is it even worth it?

P.S. -II know Copyingcopying the same data points and appending them at the end doesn't add much value but can we do it and can it help to increase the prediction accuracy? Thanks In Advance!!

I am trying to add more data points in my (almost) balanced dataset for training my neural network. I have came across techniques such as SMOTE or Random Over Sampling but they work best for imbalanced data (as they balance the dataset).How Can I do this and is it even worth it?

P.S. -I know Copying the same data points and appending them at the end doesn't add much value but can we do it and can it help to increase the prediction accuracy? Thanks In Advance!!

I am trying to add more data points in my (almost) balanced dataset for training my neural network. I have come across techniques such as SMOTE or Random Over Sampling but they work best for imbalanced data (as they balance the dataset). How can I do this and is it even worth it?

P.S. I know copying the same data points and appending them at the end doesn't add much value but can we do it and can it help to increase the prediction accuracy?

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Sourabh Yadav
Sourabh Yadav
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Oversampling of Balanced Dataset

I am trying to add more data points in my (almost) balanced dataset for training my neural network. I have came across techniques such as SMOTE or Random Over Sampling but they work best for imbalanced data (as they balance the dataset).How Can I do this and is it even worth it?

P.S. -I know Copying the same data points and appending them at the end doesn't add much value but can we do it and can it help to increase the prediction accuracy? Thanks In Advance!!