MARS - A TUTORIAL

被引：119

作者：

SEKULIC, S

KOWALSKI, BR

机构：

[1] Laboratory for Chemometrics, Department of Chemistry, University of Washington, Seattle,WA,98195, United States

来源：

JOURNAL OF CHEMOMETRICS | 1992年 / 6卷 / 04期

关键词：

MARS; SPLINES; MULTIVARIATE CALIBRATION; NONLINEAR;

D O I：

10.1002/cem.1180060405

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This tutorial paper presents a simplified view of one of the more recently published multivariate calibration methods particularly suited to dealing with non-linear data sets. The method is referred to as MARS and stands for multivariate adaptive regression splines. Simple examples are provided to explain the workings of the method.

引用

页码：199 / 216

页数：18

共 13 条

[1] NONLINEAR CALIBRATION USING PROJECTION PURSUIT REGRESSION - APPLICATION TO AN ARRAY OF ION-SELECTIVE ELECTRODES [J].

BEEBE, KR ;

KOWALSKI, BR .

ANALYTICAL CHEMISTRY, 1988, 60 (20) :2273-2278

[2] ROBUST LOCALLY WEIGHTED REGRESSION AND SMOOTHING SCATTERPLOTS [J].

CLEVELAND, WS .

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1979, 74 (368) :829-836

[3] A NONLINEAR PLS MODEL [J].

FRANK, IE .

CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1990, 8 (02) :109-119

[4] PROJECTION PURSUIT REGRESSION [J].

FRIEDMAN, JH ;

STUETZLE, W .

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1981, 76 (376) :817-823

[5] MULTIVARIATE ADAPTIVE REGRESSION SPLINES [J].

FRIEDMAN, JH .

ANNALS OF STATISTICS, 1991, 19 (01) :1-67

[6]

FRIEDMAN JH, 1991, 108 STANF U TECHN RE

[7]

FRIEDMAN JH, 1988, 101 STANF U TECHN RE

[8] PARTIAL LEAST-SQUARES REGRESSION - A TUTORIAL [J].

GELADI, P ;

KOWALSKI, BR .

ANALYTICA CHIMICA ACTA, 1986, 185 :1-17

[9] NONLINEAR MULTIVARIATE CALIBRATION USING PRINCIPAL COMPONENTS REGRESSION AND ARTIFICIAL NEURAL NETWORKS [J].

GEMPERLINE, PJ ;

LONG, JR ;

GREGORIOU, VG .

ANALYTICAL CHEMISTRY, 1991, 63 (20) :2313-2323

[10] SPECTROSCOPIC CALIBRATION AND QUANTITATION USING ARTIFICIAL NEURAL NETWORKS [J].

LONG, JR ;

GREGORIOU, VG ;

GEMPERLINE, PJ .

ANALYTICAL CHEMISTRY, 1990, 62 (17) :1791-1797

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