Verfügbarkeit: Statistical analysis of climate series

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Bibliographische Detailangaben
Titel:	Statistical analysis of climate series analyzing, plotting, modeling, and predicting with R
Von:	Helmut Pruscha
Person:	Pruscha, Helmut 1943- Verfasser aut
Hauptverfasser:	Pruscha, Helmut 1943- (VerfasserIn)
Entstanden:	© 2013
Format:	Buch
Sprache:	Englisch
Veröffentlicht:	Berlin ; Heidelberg Springer 2013
Schlagworte:	Klimatologie Datenanalyse Temperatur Messung Statistik R > Programm Messwert Messwertverarbeitung Niederschlag
Online-Zugang:	http://deposit.dnb.de/cgi-bin/dokserv?id=4068283&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025414876&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Beschreibung:	viii, 175 Seiten Illustrationen, Diagramme 235 mm x 155 mm
ISBN:	9783642320835 364232083X

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Datensatz im Suchindex

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adam_text	IMAGE 1 CONTENTS 1 CLIMATE SERIES 1 1.1 WEATHERSTATIONS 1 1.2 TEMPERATURE SERIES 2 1.3 PRECIPITATION SERIES 10 2 TREND AND SEASON 11 2.1 TREND POLYNOMIALS. MOVING AVERAGES 11 2.2 TEMPERATURE: LAST TWO CENTURIES-LAST TWENTY YEARS 14 2.3 PRECIPITATION 19 2.4 HISTORICAL TEMPERATURE VARIATIONS 21 2.5 MONTHLY VALUES 21 2.6 OSCILLATION IN CLIMATE SERIES 24 3 CORRELATION: FROM YEARLY TO DAILY DATA 29 3.1 AUTO-CORRELATION COEFFICIENT 29 3.2 MULTIVARIATE ANALYSIS O F CORRELATION MATRICES 33 3.3 AUTO-CORRELATION FUNCTION 39 3.4 PREDICTION OF ABOVE-AVERAGE VALUES 44 3.5 FOLK SAYINGS 4 6 4 MODEL AND PREDICTION: YEARLY DATA 4 9 4.1 DIFFERENCES, PREDICTION, SUMMATION 4 9 4.2 ARIMA METHOD FOR YEARLY TEMPERATURE MEANS 53 4.3 ARIMA-RESIDUALS: AUTO-CORRELATION, GARCH MODEL 56 4.4 YEARLY PRECIPITATION AMOUNTS 61 V I I HTTP://D-NB.INFO/1023814684 IMAGE 2 VIII C O N T E N T S 5 MODEL AND PREDICTION: MONTHLY DATA 67 5.1 TREND+ARMA METHOD FOR MONTHLY TEMPERATURE MEANS 67 5.2 COMPARISONS WITH MOVING AVERAGES AND LAG-12 DIFFERENCES . . . 72 5.3 RESIDUAL ANALYSIS: AUTO-CORRELATION 74 5.4 MONTHLY PRECIPITATION AMOUNTS 75 6 ANALYSIS OF DAILY DATA 77 6.1 SERIES OF DAILY CLIMATE RECORDS 77 6.2 TEMPERATURE: CROSS-CORRELATION BETWEEN STATIONS 78 6.3 PRECIPITATION: LOGISTIC REGRESSION 82 6.4 PRECIPITATION: CATEGORICAL DATA ANALYSIS 88 6.5 HEAVY PRECIPITATION: EVENT-TIME ANALYSIS 9 4 7 SPECTRAL ANALYSIS 103 7.1 PERIODOGRAM, RAW AND SMOOTHED 103 7.2 STATISTICAL BOUNDS 104 7.3 YEARLY AND WINTER TEMPERATURE, DETRENDED 108 7.4 PRECIPITATION. SUMMARY 110 7.5 WAVELET ANALYSIS 113 8 COMPLEMENTS 121 8.1 ANNUAL DATA: GROWING POLYNOMIALS 121 8.2 ANNUAL DATA: ARIMA /-YEARS FORECAST 126 8.3 MONTHLY DATA: SIN-/COS-MODELING 133 8.4 FURTHER TOPICS 136 APPENDIX A: EXCERPT FROM CLIMATE DATA SETS 141 APPENDIX B: SOME ASPECTS O F TIME SERIES 149 APPENDIX C: CATEGORICAL DATA ANALYSIS 163 REFERENCES 171 INDEX 173
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author	Pruscha, Helmut 1943-
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author_facet	Pruscha, Helmut 1943-
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dewey-ones	551 - Geology, hydrology, meteorology
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dewey-search	551.60727
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dewey-tens	550 - Earth sciences
discipline	Geologie / Paläontologie Physik Informatik Mathematik Wirtschaftswissenschaften Geographie
format	Book
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isbn	9783642320835 364232083X
language	English
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physical	viii, 175 Seiten Illustrationen, Diagramme 235 mm x 155 mm
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spellingShingle	Pruscha, Helmut 1943- Statistical analysis of climate series analyzing, plotting, modeling, and predicting with R Klimatologie (DE-588)4031178-8 gnd Datenanalyse (DE-588)4123037-1 gnd Temperatur (DE-588)4059427-0 gnd Messung (DE-588)4038852-9 gnd Statistik (DE-588)4056995-0 gnd R Programm (DE-588)4705956-4 gnd Messwert (DE-588)4169543-4 gnd Messwertverarbeitung (DE-588)4038804-9 gnd Niederschlag (DE-588)4132260-5 gnd
subject_GND	(DE-588)4031178-8 (DE-588)4123037-1 (DE-588)4059427-0 (DE-588)4038852-9 (DE-588)4056995-0 (DE-588)4705956-4 (DE-588)4169543-4 (DE-588)4038804-9 (DE-588)4132260-5
title	Statistical analysis of climate series analyzing, plotting, modeling, and predicting with R
title_auth	Statistical analysis of climate series analyzing, plotting, modeling, and predicting with R
title_exact_search	Statistical analysis of climate series analyzing, plotting, modeling, and predicting with R
title_full	Statistical analysis of climate series analyzing, plotting, modeling, and predicting with R Helmut Pruscha
title_fullStr	Statistical analysis of climate series analyzing, plotting, modeling, and predicting with R Helmut Pruscha
title_full_unstemmed	Statistical analysis of climate series analyzing, plotting, modeling, and predicting with R Helmut Pruscha
title_short	Statistical analysis of climate series
title_sort	statistical analysis of climate series analyzing plotting modeling and predicting with r
title_sub	analyzing, plotting, modeling, and predicting with R
topic	Klimatologie (DE-588)4031178-8 gnd Datenanalyse (DE-588)4123037-1 gnd Temperatur (DE-588)4059427-0 gnd Messung (DE-588)4038852-9 gnd Statistik (DE-588)4056995-0 gnd R Programm (DE-588)4705956-4 gnd Messwert (DE-588)4169543-4 gnd Messwertverarbeitung (DE-588)4038804-9 gnd Niederschlag (DE-588)4132260-5 gnd
topic_facet	Klimatologie Datenanalyse Temperatur Messung Statistik R Programm Messwert Messwertverarbeitung Niederschlag
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work_keys_str_mv	AT pruschahelmut statisticalanalysisofclimateseriesanalyzingplottingmodelingandpredictingwithr

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