FTB-C000313 / Formula component

Geometric Weight Decay

Geometric Weight Decay assigns observation influence that declines geometrically as age increases.

Also known asexponential decay weights

Definitions

In plain terms

With smoothing constant alpha, a prior observation's recursive influence contains powers of one minus alpha.

Technical

The exact finite-sample weights depend on initialization, normalization, missing observations, and whether adjusted weighting is used.

Scope

Geometric decay is not the same as a finite linear WMA schedule.

Formula

Relative age-k weight is proportional to alpha * (1 - alpha)^k
LaTeX: w_k\propto\alpha(1-\alpha)^k
SymbolMeaningUnit
alphasmoothing constantratio
kobservation ageperiods

Output unit: relative weight

Examples

  • A governed lesson uses Geometric Weight Decay only with declared inputs, timing, parameters, and edge-case behavior.

Common misconceptions

  • Geometric decay is not the same as a finite linear WMA schedule.

Concept relationships

Where this concept is used

Evidence and governance

  1. Moving Average and Smoothing Methods NIST/SEMATECH · official standard

    Supports: preferred label, short definition, technical definition, formula

    Limits: Forecasting notation and initialization can differ from technical-indicator conventions and must be translated explicitly.

Reviewed by
fintech-builder-batch-006
Last reviewed
2026-07-27
Next review
2027-07-27
Record status
evidence reviewed

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