Articles liés à AN INTRODUCTION TO S-SMART: Another Look at the Bootstrap

AN INTRODUCTION TO S-SMART: Another Look at the Bootstrap - Couverture souple

Bai, Haiyan

 
9783838328720: AN INTRODUCTION TO S-SMART: Another Look at the Bootstrap

Synopsis

Resampling as a revolutionary methodology to deal with small-sample problems has been developed rapidly with the growth of modern computer techniques. This book introduces a new resampling method, the sample smoothing amplification resampling technique (S-SMART) which can produce amplified samples with adequate statistical power, conditional independence of observations, robustness to outliers, stable statistical behaviors, and an identical distribution with its small random proto-sample from any distributions. An empirical example is also provided as guidance for readers to apply S-SMART to their own research using small samples. This book also includes a systematic overview and comparison of other major resampling methods, including the Bootstrap; therefore, applied statisticians and quantitative researchers not only can use the book as an introduction to S-SMART, but also can consult it for information about other resampling methods.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

Resampling as a revolutionary methodology to deal with small-sample problems has been developed rapidly with the growth of modern computer techniques. This book introduces a new resampling method, the sample smoothing amplification resampling technique (S-SMART) which can produce amplified samples with adequate statistical power, conditional independence of observations, robustness to outliers, stable statistical behaviors, and an identical distribution with its small random proto-sample from any distributions. An empirical example is also provided as guidance for readers to apply S-SMART to their own research using small samples. This book also includes a systematic overview and comparison of other major resampling methods, including the Bootstrap; therefore, applied statisticians and quantitative researchers not only can use the book as an introduction to S-SMART, but also can consult it for information about other resampling methods.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.