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Comparison of Character One-Hot Encoding with Embedding + Hashing encoding schemes
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Character one-hot encoding | Embedding or Bucketing | |
---|---|---|
fixed length inputs | variable and long inputs | |
low character cardinality | chracter cardinality is not an issue | |
new values are frequent | best to have visibility of entire population of inputs at design phase |
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