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liganega avatar liganega commented on September 28, 2024

Using "median_house_value" as sample weight is nonsense because for prediction in the future it shouldn't be available.
On the other hand, the "median_income" feature instead would be adequate for sample weight.

from handson-ml3.

liganega avatar liganega commented on September 28, 2024

In fact, the sample_weight option is used only for the demonstration of how to use ClusterSimilarity class and is ignored after that. There is therefore no information leakage during the training.

However, it is still misleading to use "median_house_value" as the value for sample_weight. Using instead "median_income" results in almost the same clustering.

from handson-ml3.

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