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Empirical Processes in M-Estimation
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Artikel-Nr:
9780521123259
Veröffentl:
2009
Einband:
Paperback
Erscheinungsdatum:
30.09.2009
Seiten:
300
Autor:
Sara A. van de Geer
Gewicht:
569 g
Format:
254x178x17 mm
Sprache:
Englisch
Beschreibung:
Advanced text; estimation methods in statistics, e.g. least squares; lots of examples; minimal abstraction.
Preface; Reading guide; 1. Introduction; 2. Notations and definitions; 3. Uniform laws of large numbers; 4. First applications: consistency; 5. Increments of empirical processes; 6. Central limit theorems; 7. Rates of convergence for maximum likelihood estimators; 8. The non-i.i.d. case; 9. Rates of convergence for least squares estimators; 10. Penalties and sieves; 11. Some applications to semi-parametric models; 12. M-estimators; Appendix; References; Author index; Subject index; List of symbols.