Canonical Correlation Partial Least Squares

Uwe KRUGER; S. Joe QIN

doi:10.1016/S1474-6670(17)34989-3

Canonical Correlation Partial Least Squares

Uwe KRUGER, S. Joe QIN

Research output: Journal Publications › Journal Article (refereed) › peer-review

3 Citations (Scopus)

Abstract

In this paper. a novel algoritilln. referred to as Canonical Correlation Partial Least Squares or CCPLS is introduced. The core algorithm is based on the deflation procedure of partial least squares and the cost function of Canonical Correlation Analysis for detennining linear combinations of two sets of variables.

Original language	English
Pages (from-to)	1603-1608
Number of pages	6
Journal	IFAC Proceedings Volumes
Volume	36
Issue number	16
DOIs	https://doi.org/10.1016/S1474-6670(17)34989-3
Publication status	Published - Sept 2003
Externally published	Yes
Event	13th IFAC Symposium on System Identification (SYSID 2003) - , Netherlands Duration: 27 Aug 2003 → 29 Aug 2003

Keywords

Correlation Coefficients
Covariance
Identification Algorithms
Least Squares Estimation
Linear Systems
Parameter Identification

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10.1016/S1474-6670(17)34989-3

Cite this

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title = "Canonical Correlation Partial Least Squares",

abstract = "In this paper. a novel algoritilln. referred to as Canonical Correlation Partial Least Squares or CCPLS is introduced. The core algorithm is based on the deflation procedure of partial least squares and the cost function of Canonical Correlation Analysis for detennining linear combinations of two sets of variables.",

keywords = "Correlation Coefficients, Covariance, Identification Algorithms, Least Squares Estimation, Linear Systems, Parameter Identification",

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year = "2003",

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language = "English",

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AU - QIN, S. Joe

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AB - In this paper. a novel algoritilln. referred to as Canonical Correlation Partial Least Squares or CCPLS is introduced. The core algorithm is based on the deflation procedure of partial least squares and the cost function of Canonical Correlation Analysis for detennining linear combinations of two sets of variables.

KW - Correlation Coefficients

KW - Covariance

KW - Identification Algorithms

KW - Least Squares Estimation

KW - Linear Systems

KW - Parameter Identification

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U2 - 10.1016/S1474-6670(17)34989-3

DO - 10.1016/S1474-6670(17)34989-3

M3 - Journal Article (refereed)

SN - 1474-6670

VL - 36

SP - 1603

EP - 1608

JO - IFAC Proceedings Volumes

JF - IFAC Proceedings Volumes

IS - 16

T2 - 13th IFAC Symposium on System Identification (SYSID 2003)

Y2 - 27 August 2003 through 29 August 2003

ER -

Canonical Correlation Partial Least Squares

Abstract

Keywords

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