The Fence Methods - Rilegato

Jiang, Jiming; Nguyen, Thuan

Rilegato

ISBN 10: 981459606X ISBN 13: 9789814596060

Casa editrice: World Scientific Pub Co Inc, 2015

Riassunto

This book is about a recently developed class of strategies, known as the fence methods, which fits particularly well in non-conventional and complex model selection problems with practical considerations. The idea involves a procedure to isolate a subgroup of what are known as correct models, of which the optimal model is a member. This is accomplished by constructing a statistical fence, or barrier, to carefully eliminate incorrect models. Once the fence is constructed, the optimal model is selected from amongst those within the fence according to a criterion which can be made flexible. In particular, the criterion of optimality can incorporate consideration of practical interest, thus making model selection a real life practice.Furthermore, this book introduces a data-driven approach, called adaptive fence, which can be used in a wide range of problems involving determination of tuning parameters, or constants. Instead of relying on asymptotic theory, the fence focuses on finite-sample performance, and computation. Such features are particularly suitable to statistics in the new era.

Dettagli dell?edizione

• Editore: World Scientific Pub Co Inc
• Data di pubblicazione: 2015
• ISBN 10: 981459606X
• ISBN 13: 9789814596060
• Rilegatura: Copertina rigida
• Lingua: Inglese
• Numero di pagine: 233