Uniform conditional variability ordering of probability distributions

Variability orderings indicate that one probability distribution is more spread out or dispersed than another. Here variability orderings are considered that are preserved under conditioning on a common subset. One density f on the real line is said to be less than or equal to another, g, in uniform conditional variability order (UCVO) if the ratio f ( x ) /g ( x ) is unimodal with the model yielding a supremum, but f and g are not stochastically ordered. Since the unimodality is preserved under scalar multiplication, the associated conditional densities are ordered either by UCVO or by ordinary stochastic order. If f and g have equal means, then UCVO implies the standard variability ordering determined by the expectation of all convex functions. The UCVO property often can be easily checked by seeing if f ( x )/ g ( x ) is log-concave. This is illustrated in a comparison of open and closed queueing network models.

[1]  W. Whitt Multivariate monotone likelihood ratio and uniform conditional stochastic order , 1982 .

[2]  P. Bickel,et al.  Descriptive Statistics for Nonparametric Models. III. Dispersion , 1976 .

[3]  K. Mani Chandy,et al.  Computer Systems Performance Modeling , 1981 .

[4]  I. Olkin,et al.  Inequalities: Theory of Majorization and Its Applications , 1980 .

[5]  Samuel Karlin,et al.  Generalized convex inequalities , 1963 .

[6]  Paul R. Milgrom,et al.  A theory of auctions and competitive bidding , 1982 .

[7]  Z. Birnbaum On Random Variables with Comparable Peakedness , 1948 .

[8]  W. Whitt,et al.  Open and closed models for networks of queues , 1984, AT&T Bell Laboratories Technical Journal.

[9]  P. Bickel,et al.  DESCRIPTIVE STATISTICS FOR NONPARAMETRIC MODELS IV. SPREAD , 1979 .

[10]  T. Yanagimoto,et al.  Isotonic tests for spread and tail , 1976 .

[11]  T. Yanagimoto,et al.  Comparison of tails of distributions in models for estimating safe doses , 1980 .

[12]  Paul R. Milgrom,et al.  Good News and Bad News: Representation Theorems and Applications , 1981 .

[13]  Ward Whitt,et al.  The renewal-process stationary-excess operator , 1985, Journal of Applied Probability.

[14]  S. M. Samuels,et al.  Some inequalities among binomial and Poisson probabilities , 1967 .

[15]  Moshe Shared,et al.  On Mixtures from Exponential Families , 1980 .

[16]  John Zahorjan,et al.  Workload representations in queueing models of computer systems , 1983, SIGMETRICS '83.

[17]  Ward Whitt,et al.  Comparison methods for queues and other stochastic models , 1986 .

[18]  J. Keilson,et al.  Uniform stochastic ordering and related inequalities , 1982 .

[19]  S. Karlin,et al.  Classes of orderings of measures and related correlation inequalities. I. Multivariate totally positive distributions , 1980 .

[20]  G. Simons Extensions of the Stochastic Ordering Property of Likelihood Ratios , 1980 .

[21]  J. Keilson Markov Chain Models--Rarity And Exponentiality , 1979 .

[22]  W. Whitt Uniform conditional stochastic order , 1980 .

[23]  M. Shaked Dispersive ordering of distributions , 1982, Journal of Applied Probability.