SOME OBJECTIVE SIX-HOUR PREDICTIONS PREPARED BY STATISTICAL METHODSSource: Journal of Meteorology:;1959:;volume( 016 ):;issue: 004::page 436DOI: 10.1175/1520-0469(1959)016<0436:SOSHPP>2.0.CO;2Publisher: American Meteorological Society
Abstract: Predictions of pressure, temperature, precipitation, cloudiness, and visibility were prepared using linear regression methods. Factor-analysis techniques were employed for the purpose of isolating from a complex of variables a small number of factors which accounted for most of the variation of the predictand. A screening procedure was used to select from the same complex of variables those few variables which, when combined linearly, provided, the ?best? forecasts. Forecast equations were derived by both of the above methods using all of the available data. The data were then stratified on the basis of a precipitation criterion, and new forecast equations were derived. Four sets of forecasts were prepared and compared. No significant differences were noted. It was concluded that screening would be preferred because of its simplicity, that stratification was not helpful in this case, that the equations performed almost as well on new data as they did on the dependent data, and that the addition of cloudiness and precipitation to the list of predictors was rewarding.
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| contributor author | Aubert, Eugene J. | |
| contributor author | Lund, Iver A. | |
| contributor author | Thomasell, Albert | |
| date accessioned | 2017-06-09T14:12:11Z | |
| date available | 2017-06-09T14:12:11Z | |
| date copyright | 1959/08/01 | |
| date issued | 1959 | |
| identifier issn | 0095-9634 | |
| identifier other | ams-14549.pdf | |
| identifier uri | http://onlinelibrary.yabesh.ir/handle/yetl/4150122 | |
| description abstract | Predictions of pressure, temperature, precipitation, cloudiness, and visibility were prepared using linear regression methods. Factor-analysis techniques were employed for the purpose of isolating from a complex of variables a small number of factors which accounted for most of the variation of the predictand. A screening procedure was used to select from the same complex of variables those few variables which, when combined linearly, provided, the ?best? forecasts. Forecast equations were derived by both of the above methods using all of the available data. The data were then stratified on the basis of a precipitation criterion, and new forecast equations were derived. Four sets of forecasts were prepared and compared. No significant differences were noted. It was concluded that screening would be preferred because of its simplicity, that stratification was not helpful in this case, that the equations performed almost as well on new data as they did on the dependent data, and that the addition of cloudiness and precipitation to the list of predictors was rewarding. | |
| publisher | American Meteorological Society | |
| title | SOME OBJECTIVE SIX-HOUR PREDICTIONS PREPARED BY STATISTICAL METHODS | |
| type | Journal Paper | |
| journal volume | 16 | |
| journal issue | 4 | |
| journal title | Journal of Meteorology | |
| identifier doi | 10.1175/1520-0469(1959)016<0436:SOSHPP>2.0.CO;2 | |
| journal fristpage | 436 | |
| journal lastpage | 446 | |
| tree | Journal of Meteorology:;1959:;volume( 016 ):;issue: 004 | |
| contenttype | Fulltext |