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Smoothing methods in statistics:

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Bibliographische Detailangaben
Beteilige Person:	Simonoff, Jeffrey S. 1955- (VerfasserIn)
Format:	Buch
Sprache:	Deutsch
Veröffentlicht:	New York [u.a.] Springer [1996]
Schriftenreihe:	Springer series in statistics
Schlagwörter:	Data-analyse Lissage (Statistique) Schattingstheorie Statistische methoden Smoothing (Statistics) Glättung
Links:	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007288146&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Beschreibung:	Literaturverz. S. 290 - 320
Umfang:	xii, 338 Seiten Illustrationen
ISBN:	0387947167 9780387947167

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Datensatz im Suchindex

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adam_text	JEFFREY S. SIMONOFF SMOOTHING METHODS IN STATISTICS WITH 117 FIGURES SPRINGER CONTENTS PREFACE VII 1. INTRODUCTION 1 1.1 SMOOTHING METHODS: A NONPARAMETRIC/PARAMETRIC COMPROMISE 1 1.2 USES OF SMOOTHING METHODS 8 1.3 OUTLINE OF THE CHAPTERS 10 BACKGROUND MATERIAL 11 COMPUTATIONAL ISSUES 11 EXERCISES 12 2. SIMPLE UNIVARIATE DENSITY ESTIMATION 13 2.1 THE HISTOGRAM 13 2.2 THE FREQUENCY POLYGON 20 2.3 VARYING THE BIN WIDTH 22 2.4 THE EFFECTIVENESS OF SIMPLE DENSITY ESTIMATORS 26 BACKGROUND MATERIAL 30 COMPUTATIONAL ISSUES 37 EXERCISES 38 3. SMOOTHER UNIVARIATE DENSITY ESTIMATION 40 3.1 KERNEL DENSITY ESTIMATION 40 3.2 PROBLEMS WITH KERNEL DENSITY ESTIMATION 49 3.3 ADJUSTMENTS AND IMPROVEMENTS TO KERNEL DENSITY ESTIMATION 53 3.4 LOCAL LIKELIHOOD ESTIMATION 64 3.5 ROUGHNESS PENALTY AND SPLINE-BASED METHODS 67 3.6 COMPARISON OF UNIVARIATE DENSITY ESTIMATORS 70 BACKGROUND MATERIAL 72 COMPUTATIONAL ISSUES 92 EXERCISES 94 4. MULTIVARIATE DENSITY ESTIMATION 96 4-1 SIMPLE DENSITY ESTIMATION METHODS 96 4-2 KERNEL DENSITY ESTIMATION 102 XII CONTENTS 4.3 OTHER ESTIMATORS 111 4-4 DIMENSION REDUCTION AND PROJECTION PURSUIT 117 4-5 THE STATE OF MULTIVARIATE DENSITY ESTIMATION 121 BACKGROUND MATERIAL 123 COMPUTATIONAL ISSUES 131 EXERCISES 132 5. NONPARAMETRIC REGRESSION 134 5.1 SCATTER PLOT SMOOTHING AND KERNEL REGRESSION 134 5.2 LOCAL POLYNOMIAL REGRESSION 138 5.3 BANDWIDTH SELECTION 151 5.4 LOCALLY VARYING THE BANDWIDTH 154 5.5 OUTLIERS AND AUTOCORRELATION 160 5.6 SPLINE SMOOTHING 168 5.7 MULTIPLE PREDICTORS AND ADDITIVE MODELS 178 5.8 COMPARING NONPARAMETRIC REGRESSION METHODS 190 BACKGROUND MATERIAL 191 COMPUTATIONAL ISSUES 210 EXERCISES 212 6. SMOOTHING ORDERED CATEGORICAL DATA 215 6.1 SMOOTHIN G AND ORDERED CATEGORICAL DATA 215 6.2 SMOOTHING SPARSE MULTINOMIALS 217 6.3 SMOOTHING SPARSE CONTINGENCY TABLES 226 6.4 CATEGORICAL DATA, REGRESSION, AND DENSITY ESTIMATION 236 BACKGROUND MATERIAL 243 COMPUTATIONAL ISSUES 250 EXERCISES 250 7. FURTHER APPLICATIONS OF SMOOTHING 252 7.1 DISCRIMINANT ANALYSIS 252 7.2 GOODNESS-OF-FIT TESTS 258 7.3 SMOOTHING-BASED PARAMETRIC ESTIMATION 261 7.4 THE SMOOTHED BOOTSTRAP 266 BACKGROUND MATERIAL 268 COMPUTATIONAL ISSUES 273 EXERCISES 273 APPENDICES 275 A. DESCRIPTIONS OF THE DATA SETS 275 B. MORE ON COMPUTATIONAL ISSUES 288, REFERENCES 290 AUTHOR INDEX 321 SUBJECT INDEX 329
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isbn	0387947167 9780387947167
language	German
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series2	Springer series in statistics
spellingShingle	Simonoff, Jeffrey S. 1955- Smoothing methods in statistics Data-analyse gtt Lissage (Statistique) ram Schattingstheorie gtt Statistische methoden gtt Smoothing (Statistics) Glättung (DE-588)4157404-7 gnd
subject_GND	(DE-588)4157404-7
title	Smoothing methods in statistics
title_auth	Smoothing methods in statistics
title_exact_search	Smoothing methods in statistics
title_full	Smoothing methods in statistics Jeffrey S. Simonoff
title_fullStr	Smoothing methods in statistics Jeffrey S. Simonoff
title_full_unstemmed	Smoothing methods in statistics Jeffrey S. Simonoff
title_short	Smoothing methods in statistics
title_sort	smoothing methods in statistics
topic	Data-analyse gtt Lissage (Statistique) ram Schattingstheorie gtt Statistische methoden gtt Smoothing (Statistics) Glättung (DE-588)4157404-7 gnd
topic_facet	Data-analyse Lissage (Statistique) Schattingstheorie Statistische methoden Smoothing (Statistics) Glättung
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