Visual Interactive Fitting of Beta Distributions

This paper describes a visual interactive procedure for fitting beta distributions to activity times in a simulation model when sample data are not available for statistical analysis of the model's input processes. Using subjective information about a given activity time the modeler specifies the activity's minimum and maximum times together with two of the following characteristics: mode, mean, variance, or selected percentiles. The fitting procedure includes efficient methods for computing the shape parameters of the beta distribution that most nearly matches the specified characteristics. The user can manipulate the fitted distribution by either revising the specified characteristics or directly altering a visual display of the density. This fitting procedure was implemented in a public-domain microcomputer-based software system called VIBES (visual interactive beta estimation system). An example from construction engineering illustrates the operation of VIBES.

[1]  L. Beach,et al.  Intuitive estimation of means , 1966 .

[2]  K. MacCrimmon,et al.  An Analytical Study of the PERT Assumptions , 1964 .

[3]  I. D. Hill,et al.  Applied Statistics Algorithms. , 1985 .

[4]  R. Lathrop,et al.  Perceived variability. , 1967, Journal of experimental psychology.

[5]  Mary-Claire Van Leunen A handbook for scholars , 1978 .

[6]  Samuel D. Conte,et al.  Elementary Numerical Analysis: An Algorithmic Approach , 1975 .

[7]  J. Spencer A FURTHER STUDY OF ESTIMATING AVERAGES , 1963 .

[8]  B. Fischhoff,et al.  Calibration of probabilities: the state of the art to 1980 , 1982 .

[9]  James R. Wilson,et al.  Visual interactive fitting of bounded Johnson distributions , 1989, Simul..

[10]  William J. Mcbride,et al.  PERT and the beta distribution , 1967 .

[11]  C. Peterson,et al.  MODE, MEDIAN, AND MEAN AS OPTIMAL STRATEGIES. , 1964, Journal of experimental psychology.

[12]  James R. Wilson,et al.  Analysis of Space Shuttle ground operations , 1982 .

[13]  F. G. Fowler,et al.  The King's English , 1979 .

[14]  Helen J. Mikulski,et al.  Statistical Computer Programs: A Sequential Simplex Program for Solving Minimization Problems , 1974 .

[15]  H. Raiffa,et al.  Judgment under uncertainty: A progress report on the training of probability assessors , 1982 .

[16]  Milton C. Chew Distributions in Statistics: Continuous Univariate Distributions-1 and 2 , 1971 .

[17]  Robert W. Klein,et al.  Selecting and generating variates for modeling service times , 1991 .

[18]  Frank E. Grubbs Letter to the Editor---Attempts to Validate Certain PERT Statistics or “Picking on PERT” , 1962 .