Data Augmentation for Regression ANN with low Sample Size

Question

Data Augmentation for Regression ANN with low Sample Size

Alexander Vocaet

2022年5月7日 09:07

There is a Dataset of 65 tuples. I want to Augment new Data from this set and validate my ANN on the original Data. Is there a possibility, that my ANN already overfits on the augmentet Data. For example that the augmentation Is simulated by the ANN, and how does one prevent this ?

Topic data-augmentation regression machine-learning

Category Data Science

Mikhail Berlinkov · Accepted Answer · 2018年11月16日 14:23

1

Mikhail Berlinkov answered at 2018年11月16日 14:23

In theory it's possible, everything depends on your data, the model you're training and how you're going to augment your training data.

Data Augmentation for Regression ANN with low Sample Size

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