CAM: Causal additive models, high-dimensional order search and penalized regression

Peter Buehlmann; Jonas Martin Peters; Jan Ernest

doi:10.1214/14-aos1260

CAM: Causal additive models, high-dimensional order search and penalized regression

Peter Buehlmann, Jonas Martin Peters, Jan Ernest

58 Citationer (Scopus)

Originalsprog	Engelsk
Tidsskrift	Annals of Statistics
Vol/bind	42
Udgave nummer	6
Sider (fra-til)	2526-2556
ISSN	0090-5364
DOI	https://doi.org/10.1214/14-aos1260
Status	Udgivet - 1 dec. 2014
Udgivet eksternt	Ja

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10.1214/14-aos1260

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title = "CAM: Causal additive models, high-dimensional order search and penalized regression",

keywords = "Graphical modeling, intervention calculus, nonparametric regression, regularized estimation, sparsity, structural equation model",

author = "Peter Buehlmann and Peters, {Jonas Martin} and Jan Ernest",

year = "2014",

month = dec,

day = "1",

doi = "10.1214/14-aos1260",

language = "English",

volume = "42",

pages = "2526--2556",

journal = "Annals of Statistics",

issn = "0090-5364",

publisher = "Institute of Mathematical Statistics",

number = "6",

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TY - JOUR

T1 - CAM

T2 - Causal additive models, high-dimensional order search and penalized regression

AU - Buehlmann, Peter

AU - Peters, Jonas Martin

AU - Ernest, Jan

PY - 2014/12/1

Y1 - 2014/12/1

KW - Graphical modeling

KW - intervention calculus

KW - nonparametric regression

KW - regularized estimation

KW - sparsity

KW - structural equation model

U2 - 10.1214/14-aos1260

DO - 10.1214/14-aos1260

M3 - Journal article

SN - 0090-5364

VL - 42

SP - 2526

EP - 2556

JO - Annals of Statistics

JF - Annals of Statistics

IS - 6

ER -

CAM: Causal additive models, high-dimensional order search and penalized regression

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