wepe / DNN-handle-missing-value

Tree based algorithm is effective for handling missing value, how about DNN?

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DNN handling missing value

  • imputation with 0.0, refer to nn.py
  • global adative imputation, refer to hmv_nn.py.
    if x is missing:
        w1
    else:
        w2*x
w1 and w2 are trainable

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Tree based algorithm is effective for handling missing value, how about DNN?


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