1.

Record Nr.

UNINA9910480040803321

Titolo

Prediction and discovery : AMS-IMS-SIAM Joint Summer Research Conference, Machine and Statistical Learning : Prediction and Discovery, June 25-29, 2006, Snowbird, Utah / / Joseph Stephen Verducci, Xiaotong Shen, John Lafferty, editors

Pubbl/distr/stampa

Providence, Rhode Island : , : American Mathematical Society, , [2007]

©2007

ISBN

0-8218-8122-1

0-8218-4195-5

Descrizione fisica

1 online resource (234 p.)

Collana

Contemporary mathematics, , 0271-4132 ; ; 443

Disciplina

006.3/1

Soggetti

Machine theory

Electronic books.

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Description based upon print version of record.

Nota di bibliografia

Includes bibliographical references.

Nota di contenuto

""Contents""; ""On transductive support vector machines""; ""A note on robust kernel principal component analysis""; ""The Lq support vector machine""; ""On multicategory truncated-hinge-loss support vector machines""; ""A robust hybrid of lasso and ridge regression""; "" A gradient descent algorithm for LASSO""; ""Additive regression trees and smoothing splines - predictive modeling and interpretation in data mining""; ""Estimation of atom prevalence for optimal prediction""; ""Precise statements of convergence for AdaBoost and arc-gv""; ""Ensemble-learning by model-based spatial averaging""

""Automatic bias correction methods in semi-supervised learning""""Variable selection for model-based high-dimensional clustering""; ""Semi-supervised learning via constraints""; ""Objective measures for association pattern analysis""