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Robust Prediction Under Model Misspecification

Raymond L. Chambers and Robert G. Clark

in An Introduction to Model-Based Survey Sampling with Applications

Published in print:
2012
Published Online:
May 2012
ISBN:
9780198566625
eISBN:
9780191738449
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/acprof:oso/9780198566625.003.0008
Subject:
Mathematics, Probability / Statistics

Robust prediction under model misspecification focuses on the important topic of how to ensure unbiased prediction even when the assumed population model is not precisely specified. The general role ... More


Advanced Topics

Jeffrey S. Racine

in Reproducible Econometrics Using R

Published in print:
2019
Published Online:
January 2019
ISBN:
9780190900663
eISBN:
9780190933647
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780190900663.003.0007
Subject:
Economics and Finance, Econometrics

This chapter covers two advanced topics: a machine learning method (support vector machines useful for classification) and nonparametric kernel regression.


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