Shape of Distribution
- One parameter is required (Positive integer)
- Continuous distribution defined on on entire range
- This distribution is symmetric.
- Probability density function
, where is gamma function.
- Cumulative distribution function
, where and is regularized incomplete beta function.
- How to compute these on Excel.
1 2 3 4 5 6 A B Data Description 5 Value for which you want the distribution 8 Value of parameter N Formula Description (Result) =NTTDIST(A2,A3,TRUE) Cumulative distribution function for the terms above =NTTDIST(A2,A3,FALSE) Probability density function for the terms above
- Function reference : NTTDIST
Mean – Where is the “center” of the distribution? (Definition)
Standard Deviation – How wide does the distribution spread? (Definition)
- Variance of the distribution is given as
- How to compute this on Excel
1 2 3 4 A B Data Description 8 Value of parameter N Formula Description (Result) =NTTSTDEV(A2) Standard deviation of the distribution for the terms above
- Function reference : NTTSTDEV
Skewness – Which side is the distribution distorted into? (Definition)
Kurtosis – Sharp or Dull, consequently Fat Tail or Thin Tail (Definition)
- How to generate random numbers on Excel.
1 2 3 4
A B Data Description 9 Value of parameter N Formula Description (Result) =NTRANDT(100,A2,0) 100 chi square deviates based on Mersenne-Twister algorithm for which the parameters above
Note The formula in the example must be entered as an array formula. After copying the example to a blank worksheet, select the range A5:A104 starting with the formula cell. Press F2, and then press CTRL+SHIFT+ENTER.
- Function reference : NTRANDT
- If you already have parameters of the distribution
- Wolfram Mathworld – Student’s t-Distribution
- Wikipedia – Student’s t-distribution
- Statistics Online Computational Resource