This research was supported by NOAA under CSTAR Grant NA17WA1010, and in part by NSF and NOAA under USWRP Grant ATM 9714414, and by AFOSR AASERT Grant F49620-93-1-0531. The authors would like to thank the Geophysical Fluid Dynamics Institute at The Florida State University (FSU) for supplying the computer resources necessary for implementing and running the statistical models, and Dr. Jon Ahlquist of the FSU Meteorology Department for some very insightful discussions. Additionally, the data were provided by the Data Support Section, Scientific Computing Division, at the National Center for Atmospheric Research, which is supported by grants from the National Science Foundation.
Akaike, H., 1973: Information theory and an extension of the maximum likelihood principle. Proc. Second Int. Symp. on Information Theory, Budapest, Hungary, Akademiai Kaido, 267–281.
Applequist, S., , Gahrs G. E. , , Pfeffer R. L. , , and Niu X-F. , 2002: Comparison of methodologies for probabilistic quantitative precipitation forecasting. Wea. Forecasting, 17 , 783–799.
Brier, G. W., 1950: Verification of forecasts expressed in terms of probability. Mon. Wea. Rev., 78 , 1–3.
Buizza, R., , Hollingsworth A. , , Lalaurette F. , , and Ghelli A. , 1999: Probabilistic predictions of precipitation using the ECMWF Ensemble Prediction System. Wea. Forecasting, 14 , 168–189.
Du, J., , Mullen S. L. , , and Sanders F. , 1997: Short-range ensemble forecasting of quantitative precipitation. Mon. Wea. Rev., 125 , 2427–2459.
Ebert, E. E., 2001: Ability of a poor man's ensemble to predict the probability and distribution of precipitation. Mon. Wea. Rev., 129 , 2461–2480.
Elsner, J. B., , and Schmertmann C. P. , 1994: Assessing forecast skill through cross validation. Wea. Forecasting, 9 , 619–624.
Glahn, H. R., , and Lowry D. A. , 1972: Use of model output statistics (MOS) in objective weather forecasting. J. Appl. Meteor., 11 , 1203–1211.
Hamill, T. M., , and Colucci S. J. , 1998: Evaluation of the Eta/RSM ensemble probabilistic precipitation forecasts. Mon. Wea. Rev., 126 , 711–724.
Murphy, A. H., 1973: A new vector partition of the probability score. J. Appl. Meteor., 12 , 595–600.
Wedderburn, R. W. M., 1976: On the existence and uniqueness of the maximum likelihood estimates for certain generalized linear models. Biometrika, 63 , 27–32.