Allocating the weights in the linear opinion pool

A standard approach to the combination of probabilistic opinions involves taking a weighted linear average of the individuals distributions. This paper reviews some of the possible interpretations that have been proposed for these weights in the literature on expert use. Several paradigms for selecting weights are also considered. Special attention is devoted to the Bayesian mechanism used for updating expert weights in the face of new information. An asymptotic result is proved which highlights the importance of choosing the initial weights carefully.

[1]  D. W. Bunn,et al.  A Bayesian Approach to the Linear Combination of Forecasts , 1975 .

[2]  Ali Mosleh,et al.  The Assessment of Probability Distributions from Expert Opinions with an Application to Seismic Fragility Curves , 1986 .

[3]  Robert T. Clemen Extraneous expert information , 1985 .

[4]  Robert L. Winkler,et al.  Expert resolution , 1986 .

[5]  Stephen E. Fienberg,et al.  The Comparison and Evaluation of Forecasters. , 1983 .

[6]  Christian Genest,et al.  Modeling Expert Judgments for Bayesian Updating , 1985 .

[7]  Simon French,et al.  Outranking Probabilities and the Synthesis of Forecasts , 1980 .

[8]  R. L. Winkler Combining Probability Distributions from Dependent Information Sources , 1981 .

[9]  Derek W. Bunn,et al.  Synthesis or selection of forecasting models , 1982 .

[10]  J. M. Bates,et al.  The Combination of Forecasts , 1969 .

[11]  D. W. Bunn Numerical Solution of Highly Non-Linear Problems , 1980 .

[12]  R. Bordley The Combination of Forecasts: a Bayesian Approach , 1982 .

[13]  M. J. Bayarri,et al.  Optimal Reporting of Predictions , 1989 .

[14]  Joel E. Cohen,et al.  Approaching consensus can be delicate when positions harden , 1986 .

[15]  R. Berger A Necessary and Sufficient Condition for Reaching a Consensus Using DeGroot's Method , 1981 .

[16]  E. Seneta,et al.  Towards consensus: some convergence theorems on repeated averaging , 1977, Journal of Applied Probability.

[17]  D. Freedman,et al.  On the consistency of Bayes estimates , 1986 .

[18]  Essam Mahmoud,et al.  Accuracy in forecasting: A survey , 1984 .

[19]  Carl-Axel S. Staël von Holstein,et al.  Probabilistic forecasting: An experiment related to the stock market , 1972 .

[20]  R. L. Winkler,et al.  Combining Economic Forecasts , 1986 .

[21]  Howard Raiffa,et al.  Decision analysis: introductory lectures on choices under uncertainty. 1968. , 1969, M.D.Computing.

[22]  C. Genest Pooling operators with the marginalization property , 1984 .

[23]  E. H. Shuford,et al.  Admissible probability measurement procedures , 1966, Psychometrika.

[24]  R. L. Winkler The Quantification of Judgment: Some Methodological Suggestions , 1967 .

[25]  Derek W. Bunn,et al.  The synthesis of forecasting models in decision analysis , 1978 .

[26]  Simon French,et al.  Consensus of opinion , 1981 .

[27]  Robert L. Winkler,et al.  On the choice of a consensus distribution in Bayesian analysis , 1972 .

[28]  Christian Genest,et al.  Combining Probability Distributions: A Critique and an Annotated Bibliography , 1986 .

[29]  Peter A. Morris,et al.  Decision Analysis Expert Use , 1974 .

[30]  R. Bordley Linear combination of forecasts with an intercept: A bayesian approach , 1986 .

[31]  D. Friedman Effective Scoring Rules for Probabilistic Forecasts , 1983 .

[32]  R. L. Winkler Scoring Rules and the Evaluation of Probability Assessors , 1969 .

[33]  Peter A. Morris,et al.  Combining Expert Judgments: A Bayesian Approach , 1977 .

[34]  Robert L. Winkler,et al.  Limits for the Precision and Value of Information from Dependent Sources , 1985, Oper. Res..

[35]  C. Granger,et al.  Improved methods of combining forecasts , 1984 .

[36]  Robert L. Winkler,et al.  The Consensus of Subjective Probability Distributions , 1968 .

[37]  D. Bunn Two Methodologies for the Linear Combination of Forecasts , 1981 .

[38]  C. E. Agnew Multiple Probability Assessments by Dependent Experts , 1985 .

[39]  K. McConway Marginalization and Linear Opinion Pools , 1981 .

[40]  Robert L. Winkler,et al.  Probabilistic Prediction: Some Experimental Results , 1971 .

[41]  Carl G. Wagner,et al.  Allocation, Lehrer models, and the consensus of probabilities , 1982 .

[42]  C. Wagner,et al.  Rational Consensus in Science and Society , 1981 .

[43]  J. Dickinson Some Statistical Results in the Combination of Forecasts , 1973 .

[44]  M. Degroot Reaching a Consensus , 1974 .

[45]  Robin M. Hogarth,et al.  Cognitive Processes and the Assessment of Subjective Probability Distributions , 1975 .

[46]  Dennis V. Lindley,et al.  Reconciliation of Probability Distributions , 1983, Oper. Res..

[47]  Anthony N.S. Freeling Reconciliation of multiple probability assessments , 1981 .

[48]  M. Schervish,et al.  Characterization of Externally Bayesian Pooling Operators , 1986 .

[49]  J. Dickinson Some Comments on the Combination of Forecasts , 1975 .

[50]  Lars-Erik Öller,et al.  A Method for Pooling Forecasts , 1978 .

[51]  R. L. Winkler,et al.  The Combination of Forecasts , 1983 .

[52]  C. Genest A Characterization Theorem for Externally Bayesian Groups , 1984 .

[53]  J. Bernardo Expected Information as Expected Utility , 1979 .

[54]  R. Wolff,et al.  Note-On the Aggregation of Individual Probability Estimates , 1981 .

[55]  F. Diebold,et al.  Structural change and the combination of forecasts , 1986 .

[56]  M. C. Bryson,et al.  On Combining Data for Estimating the Frequency of Low-Probability Events with Application to Sodium Valve Failure Rates , 1983 .