entity · derived

Sampling

2 claims across 2 works, 2014–2024.

Derived node: assembled mechanically from the claims carrying sampling. A roster, not an adjudicated definition.

Every claim under this term

• 2447306-007 2014 failure: Enlarging the sample does not cure selection bias in non-statistical sampling: a bigger sample neither compensates for the bias of non-statistical techniques nor guarantees that the sample is represen
• 4855607-010 2024 failure: GNN scalability on large real world graphs is a genuine trade off rather than an engineering gap: sampling methods lose influential neighbors while clustering methods lose structural patterns, so each

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