Multiple outlier detection revisited

Beata Walczak

doi:10.1016/S0169-7439(98)00034-3

1998-07-01

PRE

Beata Walczak

D.L. Massart

DOI：10.1016/S0169-7439(98)00034-3

原文链接

原文求助

摘要

En 中文

The discrimination power of the classical or/and robust diagnostics for the 34 (real and simulated) regression data sets with multiple outliers is compared. These diagnostics, presented in the uniform way for the large number of objects, are then used in the pattern recognition approaches (PLS, Neural Networks, Rough Set Theory) to estimate the joint discrimination power of the classical or/and robust diagnostics and to construct models (or logical rules), allowing identification of outliers in the new data sets. (C) 1998 Elsevier Science B.V. All rights reserved.

Keyword:

regression outlier identification

rough set theory

neural networks

PLS

AI总结

对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Chemometrics and Intelligent Laboratory Systems

IF:

3.8

论文数:

4.6K

被引数:

1.2W

机构

暂无机构信息

引用论文

Astrophysics and Space Science

IF0

2003-01-01

PREAI

A. Rieschick

Elimination of uninformative variables for multivariate calibration

ANALYTICAL CHEMISTRY

IF6.7

1996-11-01

953

PREAI

Centner, V; Massart, DL; deNoord, OE; deJong, S; Vandeginste, BM; Sterna, C

Outliers and robust procedures in some chemometric applications

CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

IF3.8

1996-06-01

PREAI

Singh, A

Design and rationale of the Procalcitonin Antibiotic Consensus Trial (ProACT), a multicenter randomized trial of procalcitonin antibiotic guidance in lower respiratory tract infection

BMC Emergency Medicine

IF0

2017-08-29

OAAI

David T. Huang; Derek C. Angus; Chung-Chou H. Chang; Yohei Doi; Michael J. Fine; John A. Kellum; Octavia M. Peck-Palmer; Francis Pike; Lisa A. Weissfeld; Jonathan Yabes; Donald M. Yealy

Stress-History Effects on Shear Modulus of Soils

Soils and Foundations

IF0

1973-03-01

OAAI

S.S. Afifi; F.E. Richart

Fur Flies Over Charges of Misconduct

Science

IF0

2002-01-11

PREAI

Erik Stokstad