An introduction to statistical learning

Gareth James, D. W., Hastie, T., & Tibshirani, R. (2021). An introduction to statistical learning: with applications in R. Springer.

Type

Book

Intellectual base

Textbook

Year

2021

Link

no authoritative link yet

Cited by

2 citations across 2 artifacts.

Domain-specific

• Interaction (statistics)
  • … uncertainty and visualization, causal assumptions when effect modification is claimed, hierarchy or marginality and distinction from confounding mediation and simple correlation are explicit. to An applied instance preserves the invariant under changed notation, scale, dataset, jurisdiction, or implementation..
• Principle of marginality
  • Main effects become reference-dependent in the presence of interaction, exceptions require deliberate constraints or parameterization and hierarchy is a modeling principle rather than an algebraic necessity.

Verification

This reference passed the adversarial substantiation pipeline: it was checked to exist and to support the claim it is attached to. See how references were verified.

Registry ID ref:02710bca6d85 · see in the full table