Association·arcadia

Naive split increases data leakage

Naive clustering-based split produces more data leakage, leading to increased performance by exploiting training/test similarity

Confidence
90%
active

Evidence Quote

“Naive split approach produces higher performance due to increased data leakage between training and test sets”

Relationship

Naive clustering-based data split increases Data leakage

Arguments

Naive clustering-based data splitsubject
Data leakageobject

Connections (4)

Data leakage and training data bias impact model performanceInferenceChain
Automated metadata saving streamlines data collectionAssociation
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