• xmlui.mirage2.page-structure.header.title
    • français
    • English
  • Help
  • Login
  • Language 
    • Français
    • English
View Item 
  •   BIRD Home
  • CEREMADE (UMR CNRS 7534)
  • CEREMADE : Publications
  • View Item
  •   BIRD Home
  • CEREMADE (UMR CNRS 7534)
  • CEREMADE : Publications
  • View Item
JavaScript is disabled for your browser. Some features of this site may not work without it.

Browse

BIRDResearch centres & CollectionsBy Issue DateAuthorsTitlesTypeThis CollectionBy Issue DateAuthorsTitlesType

My Account

LoginRegister

Statistics

Most Popular ItemsStatistics by CountryMost Popular Authors
Thumbnail - No thumbnail

A multiple covariance approach to PLS regression with several predictor groups: Structural Equation Exploratory Regression

Bry, Xavier; Verron, Thomas; Cazes, Pierre (2008), A multiple covariance approach to PLS regression with several predictor groups: Structural Equation Exploratory Regression. https://basepub.dauphine.fr/handle/123456789/3757

Type
Document de travail / Working paper
External document link
http://hal.archives-ouvertes.fr/hal-00239491/en/
Date
2008
Publisher
Université Paris-Dauphine
Published in
Paris
Pages
34
Metadata
Show full item record
Author(s)
Bry, Xavier
Verron, Thomas
Cazes, Pierre
Abstract (EN)
A variable group Y is assumed to depend upon R thematic variable groups X 1, ..., X R . We assume that components in Y depend linearly upon components in the Xr's. In this work, we propose a multiple covariance criterion which extends that of PLS regression to this multiple predictor groups situation. On this criterion, we build a PLS-type exploratory method - Structural Equation Exploratory Regression (SEER) - that allows to simultaneously perform dimension reduction in groups and investigate the linear model of the components. SEER uses the multidimensional structure of each group. An application example is given.
Subjects / Keywords
Linear Regression; Latent Variables; PLS Path Modelling; PLS Regression; Structural Equation Models; SEER

Related items

Showing items related by title and author.

  • Thumbnail
    Exploring a physico-chemical multi-array explanatory model with a new multiple covariance-based technique: Structural equation exploratory regression 
    Bry, Xavier; Verron, Thomas; Cazes, Pierre (2009) Article accepté pour publication ou publié
  • Thumbnail
    Un critère de covariance multiple permettant l'extension de la régression PLS à plusieurs groupes prédicteurs 
    Bry, Xavier; Verron, Thomas; Cazes, Pierre (2009) Communication / Conférence
  • Thumbnail
    THEME-SEER: a multidimensional exploratory technique to analyze a structural model using an extended covariance criterion 
    Cazes, Pierre; Redont, Patrick; Verron, Thomas; Bry, Xavier (2012) Article accepté pour publication ou publié
  • Thumbnail
    A Structural Approach to Design Reliable Distributed Applications 
    Taghelit, Mohamed; Haddad, Serge; Sens, Pierre (1997) Communication / Conférence
  • Thumbnail
    Nouvelle démonstration et généralisation de la formule de Kanto et Puntanen sur les corrélations entre résidus des régressions linéaires 
    Der Megreditchian, Guy; Cazes, Pierre (1988) Article accepté pour publication ou publié
Dauphine PSL Bibliothèque logo
Place du Maréchal de Lattre de Tassigny 75775 Paris Cedex 16
Phone: 01 44 05 40 94
Contact
Dauphine PSL logoEQUIS logoCreative Commons logo