Raw Moments - Moments About the Origin/Zero - Central/Mean Moments - Moments About The Mean - (Zeroth/First/Second/Third/Fourth/kth/nth) - of a Probability Density Function

Raw Moments - Moments About the Origin/Zero - Central/Mean Moments - Moments About The Mean - (Zeroth/First/Second/Third/Fourth/kth/nth) - of a Probability Density Function

Raw Moments - Moments About the Origin/Zero - Central/Mean Moments - Moments About The Mean
of a Probability Density Function

Definitions

MomentRaw(R) Moment
(Moment about the origin/zero)
Central(C)/Mean(M) Moment
(Moment about the mean ๐œ‡)
๐‘€๐‘˜
  • ๐‘˜๐‘กโ„Ž Raw Moment
  • ๐œ‡๐‘˜' = ๐„[๐‘‹๐‘˜]
  • ๐‘˜๐‘กโ„Ž Central Moment|
  • ๐œ‡๐‘˜ = ๐„[(๐‘‹ - ๐œ‡)๐‘˜]
๐‘€0
  • Zeroth Raw Moment
  • ๐œ‡0' = ๐„[๐‘‹0] = 1
  • Zeroth Central Moment
  • ๐œ‡0 = ๐„[(๐‘‹ - ๐œ‡)0] = 1
๐‘€1
  • First Raw Moment (Mean)
  • ๐œ‡1' = ๐œ‡ = ๐„[๐‘‹1] = ๐„[๐‘‹]
  • First Central Moment
  • ๐œ‡1 = ๐„[(๐‘‹ - ๐œ‡)1] = 0
๐‘€2
  • Second Raw Moment
  • ๐œ‡2' = ๐„[๐‘‹2]
  • Second Central Moment (Variance)
  • ย ๐œ‡โ‚‚ = ๐„[(๐‘‹ - ๐œ‡)ยฒ] = ๐„[๐‘‹ยฒ] - ๐œ‡ยฒ
    • ๐œ‡2 = ๐„[(๐‘‹ - ๐œ‡)2]
    • ๐œ‡2 = ๐„[๐‘‹2 - 2๐œ‡๐‘‹ + ๐œ‡2]
    • ๐œ‡2 = ๐„[๐‘‹2] - ๐„[2๐œ‡๐‘‹] + ๐„[๐œ‡2]
    • ๐œ‡2 = ๐„[๐‘‹2] - 2๐œ‡๐„[๐‘‹] + ๐œ‡2
    • ๐œ‡2 = ๐„[๐‘‹2] - 2๐œ‡๐œ‡ + ๐œ‡2
    • ๐œ‡2 = ๐„[๐‘‹2] - ๐œ‡2
๐‘€3
  • Third Raw Moment
  • ๐œ‡3' = ๐„[๐‘‹3]
  • Third Central Moment (Skewness)
  • ๐œ‡3 = ๐„[(๐‘‹ - ๐œ‡)3]
๐‘€4
  • Fourth Raw Moment
  • ๐œ‡4' = ๐„[๐‘‹4]
  • Fourth Central Moment (Kurtosis)
  • ๐œ‡4 = ๐„[(๐‘‹ - ๐œ‡)4]

Significance of moments (raw, central, normalized) and cumulants (raw, normalized), in connection with named properties of distributions

Moment
ordinal
MomentCumulant
RawCentralStandardizedRawNormalized
1Mean00Meanโ€”
2โ€“Variance1Variance1
3โ€“โ€“Skewnessโ€“Skewness
4โ€“โ€“(Non-excess or historical)ย kurtosisโ€“Excess kurtosis
5โ€“โ€“Hyperskewnessโ€“โ€“
6โ€“โ€“Hypertailednessโ€“โ€“
7+โ€“โ€“โ€“โ€“โ€“

Method of Estimating Moments

Point Estimation:

Resources