---
references:
- id: AbramovichAdapting2006
  accessed:
    - year: 2015
      month: 4
      day: 1
  author:
    - family: Abramovich
      given: Felix
    - family: Benjamini
      given: Yoav
    - family: Donoho
      given: David L.
    - family: Johnstone
      given: Iain M.
  citation-key: AbramovichAdapting2006
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/009053606000000074
  ISSN: 0090-5364, 2168-8966
  issue: '2'
  issued:
    - year: 2006
      month: 4
  page: 584-653
  title: Adapting to unknown sparsity by controlling the false discovery rate
  type: article-journal
  volume: '34'

- id: AzadkiaSimple2019
  accessed:
    - year: 2020
      month: 3
      day: 23
  author:
    - family: Azadkia
      given: Mona
    - family: Chatterjee
      given: Sourav
  citation-key: AzadkiaSimple2019
  container-title: arXiv:1910.12327 [cs, math, stat]
  issued:
    - year: 2019
      month: 12
      day: 20
  language: en
  title: A simple measure of conditional dependence
  type: article-journal
  URL: http://arxiv.org/abs/1910.12327

- id: BanerjeeModel2008
  accessed:
    - year: 2016
      month: 9
      day: 1
  author:
    - family: Banerjee
      given: Onureena
    - family: Ghaoui
      given: Laurent El
    - family: Aspremont
      given: Alexandre
      non-dropping-particle: d’
  citation-key: BanerjeeModel2008
  container-title: Journal of Machine Learning Research
  issue: Mar
  issued:
    - year: 2008
  page: 485–516
  title: >-
    Model selection through sparse maximum likelihood estimation for
    multivariate gaussian or binary data
  type: article-journal
  URL: http://www.jmlr.org/papers/v9/banerjee08a.html
  volume: '9'

- id: BarbierStatistical2015
  accessed:
    - year: 2015
      month: 12
      day: 2
  author:
    - family: Barbier
      given: Jean
  citation-key: BarbierStatistical2015
  container-title: arXiv:1511.01650 [cs, math]
  issued:
    - year: 2015
      month: 11
      day: 5
  title: >-
    Statistical physics and approximate message-passing algorithms for sparse
    linear estimation problems in signal processing and coding theory
  type: article-journal
  URL: http://arxiv.org/abs/1511.01650

- id: BarronApproximation2008
  accessed:
    - year: 2017
      month: 6
      day: 12
  author:
    - family: Barron
      given: Andrew R.
    - family: Cohen
      given: Albert
    - family: Dahmen
      given: Wolfgang
    - family: DeVore
      given: Ronald A.
  citation-key: BarronApproximation2008
  container-title: The Annals of Statistics
  DOI: 10.1214/009053607000000631
  ISSN: 0090-5364
  issue: '1'
  issued:
    - year: 2008
      month: 2
  number: '1'
  page: 64-94
  title: Approximation and learning by greedy algorithms
  type: article-journal
  URL: http://arxiv.org/abs/0803.1718
  volume: '36'

- id: BayatiLASSO2012
  author:
    - family: Bayati
      given: M.
    - family: Montanari
      given: A.
  citation-key: BayatiLASSO2012
  container-title: IEEE Transactions on Information Theory
  DOI: 10.1109/TIT.2011.2174612
  ISSN: 0018-9448
  issue: '4'
  issued:
    - year: 2012
      month: 4
  page: 1997-2017
  title: The LASSO Risk for Gaussian Matrices
  type: article-journal
  URL: http://arxiv.org/abs/1008.2581
  volume: '58'

- id: BerkValid2013
  accessed:
    - year: 2015
      month: 2
      day: 3
  author:
    - family: Berk
      given: Richard
    - family: Brown
      given: Lawrence
    - family: Buja
      given: Andreas
    - family: Zhang
      given: Kai
    - family: Zhao
      given: Linda
  citation-key: BerkValid2013
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/12-AOS1077
  ISSN: 0090-5364
  issue: '2'
  issued:
    - year: 2013
      month: 4
  page: 802-837
  title: Valid post-selection inference
  type: article-journal
  URL: http://arxiv.org/abs/1306.1059
  volume: '41'

- id: BertinAdaptive2011
  accessed:
    - year: 2016
      month: 9
      day: 15
  author:
    - family: Bertin
      given: K.
    - family: Pennec
      given: E. Le
    - family: Rivoirard
      given: V.
  citation-key: BertinAdaptive2011
  container-title: Annales de l'Institut Henri Poincaré, Probabilités et Statistiques
  container-title-short: Ann. Inst. H. Poincaré Probab. Statist.
  DOI: 10.1214/09-AIHP351
  ISSN: 0246-0203
  issue: '1'
  issued:
    - year: 2011
      month: 2
  language: EN
  page: 43-74
  title: Adaptive Dantzig density estimation
  type: article-journal
  volume: '47'

- id: BertsimasBest2016
  accessed:
    - year: 2023
      month: 7
      day: 3
  author:
    - family: Bertsimas
      given: Dimitris
    - family: King
      given: Angela
    - family: Mazumder
      given: Rahul
  citation-key: BertsimasBest2016
  container-title: The Annals of Statistics
  DOI: 10.1214/15-AOS1388
  ISSN: 0090-5364, 2168-8966
  issue: '2'
  issued:
    - year: 2016
      month: 4
  page: 813-852
  publisher: Institute of Mathematical Statistics
  title: Best subset selection via a modern optimization lens
  type: article-journal
  URL: https://arxiv.org/abs/1507.03133
  volume: '44'

- id: BondellJoint2010
  accessed:
    - year: 2016
      month: 9
      day: 28
  author:
    - family: Bondell
      given: Howard D.
    - family: Krishna
      given: Arun
    - family: Ghosh
      given: Sujit K.
  citation-key: BondellJoint2010
  container-title: Biometrics
  container-title-short: Biometrics
  DOI: 10.1111/j.1541-0420.2010.01391.x
  ISSN: 0006-341X
  issue: '4'
  issued:
    - year: 2010
      month: 12
  page: 1069-1077
  PMCID: PMC2895687
  PMID: '20163404'
  title: >-
    Joint Variable Selection for Fixed and Random Effects in Linear
    Mixed-Effects Models
  type: article-journal
  URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2895687/
  volume: '66'

- id: BreimanBetter1995
  accessed:
    - year: 2016
      month: 9
      day: 7
  author:
    - family: Breiman
      given: Leo
  citation-key: BreimanBetter1995
  container-title: Technometrics
  issue: '4'
  issued:
    - year: 1995
  page: 373–384
  title: Better subset regression using the nonnegative garrote
  type: article-journal
  URL: http://www-personal.umich.edu/~jizhu/jizhu/wuke/Breiman-Technometrics95.pdf
  volume: '37'

- id: BuhlmannHighdimensional2015
  accessed:
    - year: 2015
      month: 3
      day: 27
  author:
    - family: Bühlmann
      given: Peter
    - family: Geer
      given: Sara
      non-dropping-particle: van de
  citation-key: BuhlmannHighdimensional2015
  container-title: arXiv:1503.06426 [stat]
  container-title-short: Electron. J. Statist.
  DOI: 10.1214/15-EJS1041
  ISSN: 1935-7524
  issue: '1'
  issued:
    - year: 2015
      month: 3
      day: 22
  language: EN
  page: 1449-1473
  title: High-dimensional inference in misspecified linear models
  type: article-journal
  URL: http://arxiv.org/abs/1503.06426
  volume: '9'

- id: BuneaSparse2007
  accessed:
    - year: 2016
      month: 9
      day: 20
  author:
    - family: Bunea
      given: Florentina
    - family: Tsybakov
      given: Alexandre B.
    - family: Wegkamp
      given: Marten H.
  citation-key: BuneaSparse2007
  collection-title: Lecture Notes in Computer Science
  container-title: Learning Theory
  DOI: 10.1007/978-3-540-72927-3_38
  editor:
    - family: Bshouty
      given: Nader H.
    - family: Gentile
      given: Claudio
  ISBN: 978-3-540-72925-9 978-3-540-72927-3
  issued:
    - year: 2007
      month: 6
      day: 13
  language: en
  page: 530-543
  publisher: Springer Berlin Heidelberg
  title: Sparse Density Estimation with ℓ1 Penalties
  type: paper-conference
  URL: http://www.proba.jussieu.fr/pageperso/tsybakov/BTWcolt07.pdf

- id: BuneaSparsity2007
  accessed:
    - year: 2016
      month: 9
      day: 20
  author:
    - family: Bunea
      given: Florentina
    - family: Tsybakov
      given: Alexandre
    - family: Wegkamp
      given: Marten
  citation-key: BuneaSparsity2007
  container-title: Electronic Journal of Statistics
  container-title-short: Electron. J. Statist.
  DOI: 10.1214/07-EJS008
  ISSN: 1935-7524
  issued:
    - year: 2007
  language: EN
  page: 169-194
  title: Sparsity oracle inequalities for the Lasso
  type: article-journal
  volume: '1'

- id: CarmiCompressive2014
  accessed:
    - year: 2016
      month: 1
      day: 5
  author:
    - family: Carmi
      given: Avishy Y.
  citation-key: CarmiCompressive2014
  collection-title: Signals and Communication Technology
  container-title: Compressed Sensing & Sparse Filtering
  DOI: 10.1007/978-3-642-38398-4_9
  editor:
    - family: Carmi
      given: Avishy Y.
    - family: Mihaylova
      given: Lyudmila
    - family: Godsill
      given: Simon J.
  ISBN: 978-3-642-38397-7 978-3-642-38398-4
  issued:
    - year: 2014
  language: en
  page: 281-324
  publisher: Springer Berlin Heidelberg
  title: Compressive System Identification
  type: chapter
  URL: http://link.springer.com/chapter/10.1007/978-3-642-38398-4_9

- id: ChatterjeeNew2020
  accessed:
    - year: 2020
      month: 3
      day: 23
  author:
    - family: Chatterjee
      given: Sourav
  citation-key: ChatterjeeNew2020
  container-title: arXiv:1909.10140 [math, stat]
  issued:
    - year: 2020
      month: 1
      day: 18
  title: A new coefficient of correlation
  type: article-journal
  URL: http://arxiv.org/abs/1909.10140

- id: ChernozhukovDouble2018
  accessed:
    - year: 2024
      month: 3
      day: 19
  author:
    - family: Chernozhukov
      given: Victor
    - family: Chetverikov
      given: Denis
    - family: Demirer
      given: Mert
    - family: Duflo
      given: Esther
    - family: Hansen
      given: Christian
    - family: Newey
      given: Whitney
    - family: Robins
      given: James
  citation-key: ChernozhukovDouble2018
  container-title: The Econometrics Journal
  container-title-short: The Econometrics Journal
  DOI: 10.1111/ectj.12097
  ISSN: 1368-4221
  issue: '1'
  issued:
    - year: 2018
      month: 2
      day: 1
  page: C1-C68
  title: Double/debiased machine learning for treatment and structural parameters
  type: article-journal
  URL: http://arxiv.org/abs/1608.00060
  volume: '21'

- id: ChernozhukovInference2018
  accessed:
    - year: 2019
      month: 2
      day: 26
  author:
    - family: Chernozhukov
      given: Victor
    - family: Hansen
      given: Christian
    - family: Liao
      given: Yuan
    - family: Zhu
      given: Yinchu
  citation-key: ChernozhukovInference2018
  container-title: arXiv:1812.08089 [math, stat]
  issued:
    - year: 2018
      month: 12
      day: 19
  title: Inference For Heterogeneous Effects Using Low-Rank Estimations
  type: article-journal
  URL: http://arxiv.org/abs/1812.08089

- id: ChernozhukovLearning2018
  accessed:
    - year: 2019
      month: 2
      day: 26
  author:
    - family: Chernozhukov
      given: Victor
    - family: Newey
      given: Whitney K.
    - family: Singh
      given: Rahul
  citation-key: ChernozhukovLearning2018
  container-title: arXiv:1809.05224 [econ, math, stat]
  issued:
    - year: 2018
      month: 9
      day: 13
  title: >-
    Learning L2 Continuous Regression Functionals via Regularized Riesz
    Representers
  type: article-journal
  URL: http://arxiv.org/abs/1809.05224

- id: ChetverikovCrossvalidated2016
  accessed:
    - year: 2018
      month: 12
      day: 5
  author:
    - family: Chetverikov
      given: Denis
    - family: Liao
      given: Zhipeng
    - family: Chernozhukov
      given: Victor
  citation-key: ChetverikovCrossvalidated2016
  container-title: arXiv:1605.02214 [math, stat]
  issued:
    - year: 2016
      month: 5
      day: 7
  title: On cross-validated Lasso
  type: article-journal
  URL: http://arxiv.org/abs/1605.02214

- id: ChichignoudPractical2014
  author:
    - family: Chichignoud
      given: Michaël
    - family: Lederer
      given: Johannes
    - family: Wainwright
      given: Martin
  citation-key: ChichignoudPractical2014
  container-title: arXiv:1410.0247 [math, stat]
  issued:
    - year: 2014
      month: 10
      day: 1
  title: >-
    A Practical Scheme and Fast Algorithm to Tune the Lasso With Optimality
    Guarantees
  type: article-journal
  URL: http://arxiv.org/abs/1410.0247

- id: DesclouxModel2018
  accessed:
    - year: 2018
      month: 12
      day: 5
  author:
    - family: Descloux
      given: Pascaline
    - family: Sardy
      given: Sylvain
  citation-key: DesclouxModel2018
  container-title: arXiv:1805.05133 [stat]
  issued:
    - year: 2018
      month: 5
      day: 14
  title: >-
    Model selection with lasso-zero: adding straw to the haystack to better find
    needles
  type: article-journal
  URL: http://arxiv.org/abs/1805.05133

- id: DossalDegrees2011
  accessed:
    - year: 2016
      month: 10
      day: 31
  author:
    - family: Dossal
      given: Charles
    - family: Kachour
      given: Maher
    - family: Fadili
      given: Jalal M.
    - family: Peyré
      given: Gabriel
    - family: Chesneau
      given: Christophe
  citation-key: DossalDegrees2011
  container-title: arXiv:1111.1162 [cs, math, stat]
  issued:
    - year: 2011
      month: 11
      day: 4
  title: The degrees of freedom of the Lasso for general design matrix
  type: article-journal
  URL: http://arxiv.org/abs/1111.1162

- id: ElKarouiOperator2008
  accessed:
    - year: 2016
      month: 9
      day: 5
  author:
    - family: El Karoui
      given: Noureddine
  citation-key: ElKarouiOperator2008
  container-title: University of California, Berkeley
  ISSN: 0090-5364
  issue: '6'
  issued:
    - year: 2008
  page: 2717-2756
  title: >-
    Operator norm consistent estimation of large dimensional sparse covariance
    matrices
  type: article-journal
  URL: http://digitalassets.lib.berkeley.edu/sdtr/ucb/text/734.pdf
  volume: '36'

- id: EwaldConfidence2015
  accessed:
    - year: 2015
      month: 8
      day: 6
  author:
    - family: Ewald
      given: Karl
    - family: Schneider
      given: Ulrike
  citation-key: EwaldConfidence2015
  container-title: arXiv:1507.05315 [math, stat]
  issued:
    - year: 2015
      month: 7
      day: 19
  title: Confidence Sets Based on the Lasso Estimator
  type: article-journal
  URL: http://arxiv.org/abs/1507.05315

- id: FanSelective2010
  accessed:
    - year: 2015
      month: 6
      day: 1
  author:
    - family: Fan
      given: Jianqing
    - family: Lv
      given: Jinchi
  citation-key: FanSelective2010
  container-title: Statistica Sinica
  container-title-short: Stat Sin
  ISSN: 1017-0405
  issue: '1'
  issued:
    - year: 2010
      month: 1
  page: 101-148
  PMCID: PMC3092303
  PMID: '21572976'
  title: A Selective Overview of Variable Selection in High Dimensional Feature Space
  type: article-journal
  URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3092303/
  volume: '20'

- id: FanVariable2001
  accessed:
    - year: 2015
      month: 3
      day: 1
  author:
    - family: Fan
      given: Jianqing
    - family: Li
      given: Runze
  citation-key: FanVariable2001
  container-title: Journal of the American Statistical Association
  DOI: 10.1198/016214501753382273
  ISSN: 0162-1459
  issue: '456'
  issued:
    - year: 2001
      month: 12
      day: 1
  page: 1348-1360
  title: >-
    Variable Selection via Nonconcave Penalized Likelihood and its Oracle
    Properties
  type: article-journal
  URL: >-
    http://lib.cufe.edu.cn/upload_files/other/3_20140520034950_Variable%20selection%20via%20nonconcave%20penalized%20likelihood%20and%20its%20oracle%20properties.pdf
  volume: '96'

- id: FlynnEfficiency2013
  accessed:
    - year: 2015
      month: 6
      day: 12
  author:
    - family: Flynn
      given: Cheryl J.
    - family: Hurvich
      given: Clifford M.
    - family: Simonoff
      given: Jeffrey S.
  citation-key: FlynnEfficiency2013
  container-title: arXiv:1302.2068 [stat]
  issued:
    - year: 2013
      month: 2
      day: 8
  title: >-
    Efficiency for Regularization Parameter Selection in Penalized Likelihood
    Estimation of Misspecified Models
  type: article-journal
  URL: http://arxiv.org/abs/1302.2068

- id: FreijeiroGonzalezCritical2022
  accessed:
    - year: 2023
      month: 7
      day: 3
  author:
    - family: Freijeiro-González
      given: Laura
    - family: Febrero-Bande
      given: Manuel
    - family: González-Manteiga
      given: Wenceslao
  citation-key: FreijeiroGonzalezCritical2022
  container-title: International Statistical Review
  DOI: 10.1111/insr.12469
  ISSN: 1751-5823
  issue: '1'
  issued:
    - year: 2022
  language: en
  page: 118-145
  title: >-
    A Critical Review of LASSO and Its Derivatives for Variable Selection Under
    Dependence Among Covariates
  type: article-journal
  volume: '90'

- id: HallFeature2014
  accessed:
    - year: 2015
      month: 6
      day: 1
  author:
    - family: Hall
      given: Peter
    - family: Jin
      given: Jiashun
    - family: Miller
      given: Hugh
  citation-key: HallFeature2014
  container-title: Bernoulli
  DOI: 10.3150/13-BEJ536
  ISSN: 1350-7265
  issue: '3'
  issued:
    - year: 2014
      month: 8
  page: 1647-1671
  title: Feature selection when there are many influential features
  type: article-journal
  URL: http://arxiv.org/abs/0911.4076
  volume: '20'

- id: HallSelecting2014
  accessed:
    - year: 2015
      month: 6
      day: 1
  author:
    - family: Hall
      given: Peter
    - family: Xue
      given: Jing-Hao
  citation-key: HallSelecting2014
  container-title: Computational Statistics & Data Analysis
  container-title-short: Computational Statistics & Data Analysis
  DOI: 10.1016/j.csda.2012.10.010
  ISSN: 0167-9473
  issued:
    - year: 2014
      month: 3
  page: 694-708
  title: On selecting interacting features from high-dimensional data
  type: article-journal
  volume: '71'

- id: HansenLasso2015
  accessed:
    - year: 2016
      month: 6
      day: 7
  author:
    - family: Hansen
      given: Niels Richard
    - family: Reynaud-Bouret
      given: Patricia
    - family: Rivoirard
      given: Vincent
  citation-key: HansenLasso2015
  container-title: Bernoulli
  container-title-short: Bernoulli
  DOI: 10.3150/13-BEJ562
  ISSN: 1350-7265
  issue: '1'
  issued:
    - year: 2015
      month: 2
  language: EN
  page: 83-143
  title: Lasso and probabilistic inequalities for multivariate point processes
  type: article-journal
  URL: http://arxiv.org/abs/1208.0570
  volume: '21'

- id: HastieExtended2017
  accessed:
    - year: 2023
      month: 7
      day: 3
  author:
    - family: Hastie
      given: Trevor
    - family: Tibshirani
      given: Robert
    - family: Tibshirani
      given: Ryan J.
  citation-key: HastieExtended2017
  DOI: 10.48550/arXiv.1707.08692
  issued:
    - year: 2017
      month: 7
      day: 29
  number: arXiv:1707.08692
  publisher: arXiv
  title: >-
    Extended Comparisons of Best Subset Selection, Forward Stepwise Selection,
    and the Lasso
  type: article
  URL: http://arxiv.org/abs/1707.08692

- id: HastieStatistical2015
  author:
    - family: Hastie
      given: Trevor J.
    - family: Tibshirani, Rob
      given: ''
    - family: Wainwright
      given: Martin J.
  citation-key: HastieStatistical2015
  event-place: Boca Raton
  ISBN: 978-1-4987-1216-3
  issued:
    - year: 2015
      month: 5
      day: 7
  language: English
  number-of-pages: '367'
  publisher: Chapman and Hall/CRC
  publisher-place: Boca Raton
  title: 'Statistical Learning with Sparsity: The Lasso and Generalizations'
  type: book
  URL: https://web.stanford.edu/~hastie/StatLearnSparsity/index.html

- id: HiroseEfficient2011
  accessed:
    - year: 2016
      month: 9
      day: 5
  author:
    - family: Hirose
      given: Kei
    - family: Tateishi
      given: Shohei
    - family: Konishi
      given: Sadanori
  citation-key: HiroseEfficient2011
  container-title: arXiv:1109.2411 [stat]
  issued:
    - year: 2011
      month: 9
      day: 12
  title: >-
    Efficient algorithm to select tuning parameters in sparse regression
    modeling with regularization
  type: article-journal
  URL: http://arxiv.org/abs/1109.2411

- id: HuangRisk2008
  accessed:
    - year: 2016
      month: 8
      day: 2
  author:
    - family: Huang
      given: Cong
    - family: Cheang
      given: G. L. H.
    - family: Barron
      given: Andrew R.
  citation-key: HuangRisk2008
  issued:
    - year: 2008
  title: >-
    Risk of penalized least squares, greedy selection and l1 penalization for
    flexible function libraries
  type: article-journal
  URL: >-
    http://www.stat.yale.edu/~arb4/publications_files/RiskGreedySelectionAndL1penalization.pdf

- id: JankovaConfidence2016
  accessed:
    - year: 2016
      month: 10
      day: 6
  author:
    - family: Janková
      given: Jana
    - family: Geer
      given: Sara
      non-dropping-particle: van de
  citation-key: JankovaConfidence2016
  container-title: arXiv:1610.01353 [math, stat]
  issued:
    - year: 2016
      month: 10
      day: 5
  title: >-
    Confidence regions for high-dimensional generalized linear models under
    sparsity
  type: article-journal
  URL: http://arxiv.org/abs/1610.01353

- id: JavanmardConfidence2014
  accessed:
    - year: 2015
      month: 7
      day: 12
  author:
    - family: Javanmard
      given: Adel
    - family: Montanari
      given: Andrea
  citation-key: JavanmardConfidence2014
  container-title: Journal of Machine Learning Research
  ISSN: 1532-4435
  issue: '1'
  issued:
    - year: 2014
      month: 1
  page: 2869–2909
  title: Confidence Intervals and Hypothesis Testing for High-dimensional Regression
  type: article-journal
  URL: http://jmlr.org/papers/v15/javanmard14a.html
  volume: '15'

- id: KatoDegrees2009
  accessed:
    - year: 2016
      month: 10
      day: 31
  author:
    - family: Kato
      given: Kengo
  citation-key: KatoDegrees2009
  container-title: Journal of Multivariate Analysis
  DOI: 10.1016/j.jmva.2008.12.002
  ISSN: 0047-259X
  issue: '7'
  issued:
    - year: 2009
      month: 8
  page: 1338–1352
  title: On the degrees of freedom in shrinkage estimation
  type: article-journal
  volume: '100'

- id: KimConsistent2012
  accessed:
    - year: 2016
      month: 9
      day: 5
  author:
    - family: Kim
      given: Yongdai
    - family: Kwon
      given: Sunghoon
    - family: Choi
      given: Hosik
  citation-key: KimConsistent2012
  container-title: Journal of Machine Learning Research
  issue: Apr
  issued:
    - year: 2012
  page: 1037–1057
  title: Consistent model selection criteria on high dimensions
  type: article-journal
  URL: http://www.jmlr.org/papers/v13/kim12a.html
  volume: '13'

- id: KoltchinskiiOracle2011
  author:
    - family: Koltchinskii
      given: Prof Vladimir
  citation-key: KoltchinskiiOracle2011
  collection-number: '2033'
  collection-title: Lecture notes in mathematics École d'Été de Probabilités de Saint-Flour
  DOI: 10.1007/978-3-642-22147-7_1
  event-place: Heidelberg
  ISBN: 978-3-642-22146-0 978-3-642-22147-7
  issued:
    - year: 2011
  language: en
  publisher: Springer
  publisher-place: Heidelberg
  title: >-
    Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery
    Problems
  type: book
  URL: http://www.stat.washington.edu/jaw/COURSES/EPWG/PAPERS-11/sflour_book.pdf

- id: LamSparsistency2009
  accessed:
    - year: 2016
      month: 9
      day: 1
  author:
    - family: Lam
      given: Clifford
    - family: Fan
      given: Jianqing
  citation-key: LamSparsistency2009
  container-title: Annals of statistics
  container-title-short: Ann Stat
  DOI: 10.1214/09-AOS720
  ISSN: 0090-5364
  issue: 6B
  issued:
    - year: 2009
  page: 4254-4278
  PMCID: PMC2995610
  PMID: '21132082'
  title: Sparsistency and Rates of Convergence in Large Covariance Matrix Estimation
  type: article-journal
  URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2995610/
  volume: '37'

- id: LedererEstimating2020
  accessed:
    - year: 2020
      month: 4
      day: 30
  author:
    - family: Lederer
      given: Johannes
    - family: Vogt
      given: Michael
  citation-key: LedererEstimating2020
  container-title: arXiv:2004.11554 [stat]
  issued:
    - year: 2020
      month: 4
      day: 24
  title: Estimating the Lasso's Effective Noise
  type: article-journal
  URL: http://arxiv.org/abs/2004.11554

- id: LeeExact2013
  accessed:
    - year: 2015
      month: 6
      day: 12
  author:
    - family: Lee
      given: Jason D.
    - family: Sun
      given: Dennis L.
    - family: Sun
      given: Yuekai
    - family: Taylor
      given: Jonathan E.
  citation-key: LeeExact2013
  container-title: arXiv:1311.6238 [math, stat]
  issued:
    - year: 2013
      month: 11
      day: 25
  title: Exact post-selection inference, with application to the lasso
  type: article-journal
  URL: http://arxiv.org/abs/1311.6238

- id: LemhadriLassoNet2021
  accessed:
    - year: 2021
      month: 6
      day: 10
  author:
    - family: Lemhadri
      given: Ismael
    - family: Ruan
      given: Feng
    - family: Abraham
      given: Louis
    - family: Tibshirani
      given: Robert
  citation-key: LemhadriLassoNet2021
  container-title: Journal of Machine Learning Research
  ISSN: 1533-7928
  issue: '127'
  issued:
    - year: 2021
  page: 1-29
  title: 'LassoNet: A Neural Network with Feature Sparsity'
  type: article-journal
  URL: http://jmlr.org/papers/v22/20-848.html
  volume: '22'

- id: LimEfficient2016
  author:
    - family: Lim
      given: Néhémy
    - family: Lederer
      given: Johannes
  citation-key: LimEfficient2016
  container-title: arXiv:1609.07195 [stat]
  issued:
    - year: 2016
      month: 9
      day: 22
  title: Efficient Feature Selection With Large and High-dimensional Data
  type: article-journal
  URL: http://arxiv.org/abs/1609.07195

- id: LiTuning2019
  accessed:
    - year: 2019
      month: 8
      day: 24
  author:
    - family: Li
      given: Wei
    - family: Lederer
      given: Johannes
  citation-key: LiTuning2019
  container-title: Journal of Statistical Planning and Inference
  container-title-short: Journal of Statistical Planning and Inference
  DOI: 10.1016/j.jspi.2019.01.006
  ISSN: 0378-3758
  issued:
    - year: 2019
      month: 9
      day: 1
  page: 80-98
  title: Tuning parameter calibration for ℓ1-regularized logistic regression
  type: article-journal
  volume: '202'

- id: LockhartSignificance2014
  accessed:
    - year: 2015
      month: 1
      day: 21
  author:
    - family: Lockhart
      given: Richard
    - family: Taylor
      given: Jonathan
    - family: Tibshirani
      given: Ryan J.
    - family: Tibshirani
      given: Robert
  citation-key: LockhartSignificance2014
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/13-AOS1175
  ISSN: 0090-5364, 2168-8966
  issue: '2'
  issued:
    - year: 2014
      month: 4
  language: EN
  page: 413-468
  title: A significance test for the lasso
  type: article-journal
  URL: http://arxiv.org/abs/1405.6805
  volume: '42'

- id: LundbergUnified2017
  accessed:
    - year: 2022
      month: 7
      day: 9
  author:
    - family: Lundberg
      given: Scott M
    - family: Lee
      given: Su-In
  citation-key: LundbergUnified2017
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2017
  publisher: Curran Associates, Inc.
  title: A Unified Approach to Interpreting Model Predictions
  type: paper-conference
  URL: >-
    https://papers.nips.cc/paper/2017/hash/8a20a8621978632d76c43dfd28b67767-Abstract.html
  volume: '30'

- id: MeinshausenHighdimensional2006
  accessed:
    - year: 2014
      month: 5
      day: 8
  author:
    - family: Meinshausen
      given: Nicolai
    - family: Bühlmann
      given: Peter
  citation-key: MeinshausenHighdimensional2006
  container-title: The Annals of Statistics
  container-title-short: The Annals of Statistics
  DOI: 10.1214/009053606000000281
  issue: '3'
  issued:
    - year: 2006
  page: 1436–1462
  title: High-dimensional graphs and variable selection with the lasso
  type: article-journal
  volume: '34'

- id: MeinshausenLassotype2009
  accessed:
    - year: 2015
      month: 3
      day: 27
  author:
    - family: Meinshausen
      given: Nicolai
    - family: Yu
      given: Bin
  citation-key: MeinshausenLassotype2009
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/07-AOS582
  ISSN: 0090-5364, 2168-8966
  issue: '1'
  issued:
    - year: 2009
      month: 2
  language: EN
  page: 246-270
  title: Lasso-type recovery of sparse representations for high-dimensional data
  type: article-journal
  URL: http://arxiv.org/abs/0806.0145
  volume: '37'

- id: NaikSingle2001
  accessed:
    - year: 2016
      month: 9
      day: 5
  author:
    - family: Naik
      given: Prasad A.
    - family: Tsai
      given: Chih-Ling
  citation-key: NaikSingle2001
  container-title: Biometrika
  container-title-short: Biometrika
  DOI: 10.1093/biomet/88.3.821
  ISSN: 0006-3444, 1464-3510
  issue: '3'
  issued:
    - year: 2001
      month: 1
      day: 10
  language: en
  page: 821-832
  title: Single‐index model selections
  type: article-journal
  volume: '88'

- id: NicklConfidence2013
  accessed:
    - year: 2015
      month: 3
      day: 27
  author:
    - family: Nickl
      given: Richard
    - family: Geer
      given: Sara
      non-dropping-particle: van de
  citation-key: NicklConfidence2013
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/13-AOS1170
  ISSN: 0090-5364, 2168-8966
  issue: '6'
  issued:
    - year: 2013
      month: 12
  language: EN
  page: 2852-2876
  title: Confidence sets in sparse regression
  type: article-journal
  URL: http://arxiv.org/abs/1209.1508
  volume: '41'

- id: PortnoyGaussian1997
  accessed:
    - year: 2016
      month: 9
      day: 16
  author:
    - family: Portnoy
      given: Stephen
    - family: Koenker
      given: Roger
  citation-key: PortnoyGaussian1997
  container-title: Statistical Science
  container-title-short: Statist. Sci.
  DOI: 10.1214/ss/1030037960
  ISSN: 0883-4237, 2168-8745
  issue: '4'
  issued:
    - year: 1997
      month: 11
  page: 279-300
  title: >-
    The Gaussian hare and the Laplacian tortoise: computability of squared-error
    versus absolute-error estimators
  type: article-journal
  volume: '12'

- id: Reynaud-BouretAdaptive2003
  accessed:
    - year: 2016
      month: 8
      day: 22
  author:
    - family: Reynaud-Bouret
      given: Patricia
  citation-key: Reynaud-BouretAdaptive2003
  container-title: Probability Theory and Related Fields
  container-title-short: Probab. Theory Relat. Fields
  DOI: 10.1007/s00440-003-0259-1
  ISSN: 0178-8051, 1432-2064
  issue: '1'
  issued:
    - year: 2003
      month: 5
  language: en
  title: >-
    Adaptive estimation of the intensity of inhomogeneous Poisson processes via
    concentration inequalities
  type: article-journal
  URL: http://math1.unice.fr/~reynaudb/ptrf.pdf
  volume: '126'

- id: Reynaud-BouretAdaptive2010
  accessed:
    - year: 2014
      month: 12
      day: 8
  author:
    - family: Reynaud-Bouret
      given: Patricia
    - family: Schbath
      given: Sophie
  citation-key: Reynaud-BouretAdaptive2010
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/10-AOS806
  ISSN: 0090-5364, 2168-8966
  issue: '5'
  issued:
    - year: 2010
      month: 10
  language: EN
  page: 2781-2822
  title: Adaptive estimation for Hawkes processes; application to genome analysis
  type: article-journal
  volume: '38'

- id: SemenovaStudy2021
  accessed:
    - year: 2021
      month: 7
      day: 5
  author:
    - family: Semenova
      given: Lesia
    - family: Rudin
      given: Cynthia
    - family: Parr
      given: Ronald
  citation-key: SemenovaStudy2021
  container-title: arXiv:1908.01755 [cs, stat]
  issued:
    - year: 2021
      month: 4
      day: 9
  language: en
  title: >-
    A study in Rashomon curves and volumes: A new perspective on generalization
    and model simplicity in machine learning
  type: article-journal
  URL: http://arxiv.org/abs/1908.01755

- id: ShenAdaptive2002
  accessed:
    - year: 2016
      month: 8
      day: 22
  author:
    - family: Shen
      given: Xiaotong
    - family: Ye
      given: Jianming
  citation-key: ShenAdaptive2002
  container-title: Journal of the American Statistical Association
  container-title-short: Journal of the American Statistical Association
  DOI: 10.1198/016214502753479356
  ISSN: 0162-1459
  issue: '457'
  issued:
    - year: 2002
      month: 3
      day: 1
  page: 210-221
  title: Adaptive Model Selection
  type: article-journal
  volume: '97'

- id: ShenAdaptive2004
  accessed:
    - year: 2016
      month: 8
      day: 22
  author:
    - family: Shen
      given: Xiaotong
    - family: Huang
      given: Hsin-Cheng
    - family: Ye
      given: Jimmy
  citation-key: ShenAdaptive2004
  container-title: Technometrics
  DOI: 10.1198/004017004000000338
  ISSN: 0040-1706
  issue: '3'
  issued:
    - year: 2004
      month: 8
      day: 1
  page: 306-317
  title: Adaptive Model Selection and Assessment for Exponential Family Distributions
  type: article-journal
  volume: '46'

- id: ShenOptimal2006
  accessed:
    - year: 2016
      month: 8
      day: 22
  author:
    - family: Shen
      given: Xiaotong
    - family: Huang
      given: Hsin-Cheng
  citation-key: ShenOptimal2006
  container-title: Journal of the American Statistical Association
  DOI: 10.1198/016214505000001078
  ISSN: 0162-1459
  issue: '474'
  issued:
    - year: 2006
      month: 6
      day: 1
  page: 554-568
  title: Optimal Model Assessment, Selection, and Combination
  type: article-journal
  URL: >-
    https://www.researchgate.net/profile/Xiaotong_Shen/publication/4742467_Optimal_Model_Assessment_Selection_and_Combination/links/548af3060cf2d1800d7dacd3.pdf
  volume: '101'

- id: TarrMplot2018
  accessed:
    - year: 2020
      month: 10
      day: 1
  author:
    - family: Tarr
      given: Garth
    - family: Müller
      given: Samuel
    - family: Welsh
      given: Alan H.
  citation-key: TarrMplot2018
  container-title: Journal of Statistical Software
  DOI: 10.18637/jss.v083.i09
  ISSN: 1548-7660
  issue: '1'
  issued:
    - year: 2018
      month: 2
      day: 27
  language: en
  number: '1'
  page: 1-28
  title: >-
    mplot: An R Package for Graphical Model Stability and Variable Selection
    Procedures
  type: article-journal
  volume: '83'

- id: TibshiraniGeneral2014
  accessed:
    - year: 2015
      month: 1
      day: 21
  author:
    - family: Tibshirani
      given: Ryan J.
  citation-key: TibshiraniGeneral2014
  container-title: arXiv:1408.5801 [stat]
  issued:
    - year: 2014
      month: 8
      day: 25
  title: A General Framework for Fast Stagewise Algorithms
  type: article-journal
  URL: http://arxiv.org/abs/1408.5801

- id: TibshiraniRegression1996
  accessed:
    - year: 2015
      month: 4
      day: 6
  author:
    - family: Tibshirani
      given: Robert
  citation-key: TibshiraniRegression1996
  container-title: Journal of the Royal Statistical Society. Series B (Methodological)
  container-title-short: Journal of the Royal Statistical Society. Series B (Methodological)
  ISSN: 0035-9246
  issue: '1'
  issued:
    - year: 1996
      month: 1
      day: 1
  page: 267-288
  title: Regression Shrinkage and Selection via the Lasso
  type: article-journal
  URL: http://statweb.stanford.edu/~tibs/lasso/lasso.pdf
  volume: '58'

- id: vandeGeerAdaptive2011
  accessed:
    - year: 2015
      month: 12
      day: 11
  author:
    - family: Geer
      given: Sara A.
      non-dropping-particle: van de
    - family: Bühlmann
      given: Peter
    - family: Zhou
      given: Shuheng
  citation-key: vandeGeerAdaptive2011
  container-title: Electronic Journal of Statistics
  container-title-short: Electron. J. Statist.
  DOI: 10.1214/11-EJS624
  ISSN: 1935-7524
  issued:
    - year: 2011
  language: EN
  page: 688-749
  title: >-
    The adaptive and the thresholded Lasso for potentially misspecified models
    (and a lower bound for the Lasso)
  type: article-journal
  volume: '5'

- id: vandeGeerEstimation2016
  accessed:
    - year: 2016
      month: 7
      day: 25
  author:
    - family: Geer
      given: Sara
      non-dropping-particle: van de
  citation-key: vandeGeerEstimation2016
  collection-title: Lecture Notes in Mathematics
  event-place: Cham
  ISBN: 978-3-319-32773-0 978-3-319-32774-7
  issued:
    - year: 2016
  publisher: Springer International Publishing
  publisher-place: Cham
  title: Estimation and Testing Under Sparsity
  type: book
  URL: http://link.springer.com/10.1007/978-3-319-32774-7
  volume: '2159'

- id: vandeGeerHighdimensional2008
  accessed:
    - year: 2016
      month: 9
      day: 16
  author:
    - family: Geer
      given: Sara A.
      non-dropping-particle: van de
  citation-key: vandeGeerHighdimensional2008
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/009053607000000929
  ISSN: 0090-5364, 2168-8966
  issue: '2'
  issued:
    - year: 2008
      month: 4
  language: EN
  page: 614-645
  title: High-dimensional generalized linear models and the lasso
  type: article-journal
  volume: '36'

- id: WangRobust2007
  accessed:
    - year: 2016
      month: 9
      day: 16
  author:
    - family: Wang
      given: Hansheng
    - family: Li
      given: Guodong
    - family: Jiang
      given: Guohua
  citation-key: WangRobust2007
  container-title: Journal of Business & Economic Statistics
  DOI: 10.1198/073500106000000251
  ISSN: 0735-0015
  issue: '3'
  issued:
    - year: 2007
      month: 7
      day: 1
  page: 347-355
  title: >-
    Robust Regression Shrinkage and Consistent Variable Selection Through the
    LAD-Lasso
  type: article-journal
  URL: http://hansheng.gsm.pku.edu.cn/pdf/2007/lad-lasso.pdf
  volume: '25'

- id: WassermanHighdimensional2009
  accessed:
    - year: 2015
      month: 3
      day: 27
  author:
    - family: Wasserman
      given: Larry
    - family: Roeder
      given: Kathryn
  citation-key: WassermanHighdimensional2009
  container-title: Annals of statistics
  container-title-short: Ann Stat
  DOI: 10.1214/08-AOS646
  ISSN: 0090-5364
  issue: 5A
  issued:
    - year: 2009
      month: 1
      day: 1
  language: EN
  page: 2178-2201
  PMCID: PMC2752029
  PMID: '19784398'
  title: High-dimensional variable selection
  type: article-journal
  URL: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2752029/
  volume: '37'

- id: XuSparse2012
  author:
    - family: Xu
      given: H.
    - family: Caramanis
      given: C.
    - family: Mannor
      given: S.
  citation-key: XuSparse2012
  container-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
  DOI: 10.1109/TPAMI.2011.177
  ISSN: 0162-8828
  issue: '1'
  issued:
    - year: 2012
      month: 1
  page: 187-193
  title: 'Sparse Algorithms Are Not Stable: A No-Free-Lunch Theorem'
  type: article-journal
  URL: http://guppy.mpe.nus.edu.sg/~mpexuh/papers/NFL.pdf
  volume: '34'

- id: YoshidaBayesian2010
  accessed:
    - year: 2017
      month: 8
      day: 31
  author:
    - family: Yoshida
      given: Ryo
    - family: West
      given: Mike
  citation-key: YoshidaBayesian2010
  container-title: Journal of Machine Learning Research
  ISSN: ISSN 1533-7928
  issue: May
  issued:
    - year: 2010
  page: 1771-1798
  PMCID: PMC2947451
  PMID: '20890391'
  title: >-
    Bayesian Learning in Sparse Graphical Factor Models via Variational
    Mean-Field Annealing
  type: article-journal
  URL: http://www.jmlr.org/papers/v11/yoshida10a.html
  volume: '11'

- id: YuanModel2006
  accessed:
    - year: 2016
      month: 9
      day: 8
  author:
    - family: Yuan
      given: Ming
    - family: Lin
      given: Yi
  citation-key: YuanModel2006
  container-title: 'Journal of the Royal Statistical Society: Series B (Statistical Methodology)'
  DOI: 10.1111/j.1467-9868.2005.00532.x
  ISSN: 1467-9868
  issue: '1'
  issued:
    - year: 2006
      month: 2
      day: 1
  language: en
  page: 49-67
  title: Model selection and estimation in regression with grouped variables
  type: article-journal
  URL: http://pages.stat.wisc.edu/~myuan/papers/glasso.final.pdf
  volume: '68'

- id: YuanModel2007
  accessed:
    - year: 2016
      month: 9
      day: 1
  author:
    - family: Yuan
      given: Ming
    - family: Lin
      given: Yi
  citation-key: YuanModel2007
  container-title: Biometrika
  container-title-short: Biometrika
  DOI: 10.1093/biomet/asm018
  ISSN: 0006-3444, 1464-3510
  issue: '1'
  issued:
    - year: 2007
      month: 1
      day: 3
  language: en
  page: 19-35
  title: Model selection and estimation in the Gaussian graphical model
  type: article-journal
  URL: http://www.stat.wisc.edu/~myuan/papers/graph.final.pdf
  volume: '94'

- id: ZhangConfidence2014
  accessed:
    - year: 2014
      month: 12
      day: 18
  author:
    - family: Zhang
      given: Cun-Hui
    - family: Zhang
      given: Stephanie S.
  citation-key: ZhangConfidence2014
  container-title: 'Journal of the Royal Statistical Society: Series B (Statistical Methodology)'
  container-title-short: J. R. Stat. Soc. B
  DOI: 10.1111/rssb.12026
  ISSN: 1467-9868
  issue: '1'
  issued:
    - year: 2014
  language: en
  page: 217-242
  title: >-
    Confidence intervals for low dimensional parameters in high dimensional
    linear models
  type: article-journal
  volume: '76'

- id: ZhangNearly2010
  accessed:
    - year: 2016
      month: 9
      day: 6
  author:
    - family: Zhang
      given: Cun-Hui
  citation-key: ZhangNearly2010
  container-title: The Annals of Statistics
  DOI: 10.1214/09-AOS729
  ISSN: 0090-5364
  issue: '2'
  issued:
    - year: 2010
      month: 4
  page: 894-942
  title: Nearly unbiased variable selection under minimax concave penalty
  type: article-journal
  URL: http://arxiv.org/abs/1002.4734
  volume: '38'

- id: ZhangRegularization2010
  accessed:
    - year: 2016
      month: 8
      day: 31
  author:
    - family: Zhang
      given: Yiyun
    - family: Li
      given: Runze
    - family: Tsai
      given: Chih-Ling
  citation-key: ZhangRegularization2010
  container-title: Journal of the American Statistical Association
  container-title-short: J Am Stat Assoc
  DOI: 10.1198/jasa.2009.tm08013
  ISSN: 0162-1459
  issue: '489'
  issued:
    - year: 2010
      month: 3
      day: 1
  page: 312-323
  PMCID: PMC2911045
  PMID: '20676354'
  title: Regularization Parameter Selections via Generalized Information Criterion
  type: article-journal
  URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2911045/
  volume: '105'

- id: ZhaoComposite2009
  accessed:
    - year: 2016
      month: 9
      day: 2
  author:
    - family: Zhao
      given: Peng
    - family: Rocha
      given: Guilherme
    - family: Yu
      given: Bin
  citation-key: ZhaoComposite2009
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/07-AOS584
  ISSN: 0090-5364, 2168-8966
  issue: 6A
  issued:
    - year: 2009
      month: 12
  language: EN
  page: 3468-3497
  title: >-
    The composite absolute penalties family for grouped and hierarchical
    variable selection
  type: article-journal
  URL: http://arxiv.org/abs/0909.0411
  volume: '37'

- id: ZhaoGrouped2006
  accessed:
    - year: 2016
      month: 9
      day: 2
  author:
    - family: Zhao
      given: Peng
    - family: Rocha
      given: Guilherme
    - family: Yu
      given: Bin
  citation-key: ZhaoGrouped2006
  issued:
    - year: 2006
  title: >-
    Grouped and hierarchical model selection through composite absolute
    penalties
  type: article-journal
  URL: http://digitalassets.lib.berkeley.edu/sdtr/ucb/text/703.pdf

- id: ZhaoModel2006
  accessed:
    - year: 2016
      month: 9
      day: 2
  author:
    - family: Zhao
      given: Peng
    - family: Yu
      given: Bin
  citation-key: ZhaoModel2006
  container-title: Journal of Machine Learning Research
  issue: Nov
  issued:
    - year: 2006
  page: 2541–2563
  title: On model selection consistency of Lasso
  type: article-journal
  URL: http://www.jmlr.org/papers/volume7/zhao06a/zhao06a
  volume: '7'

- id: ZouAdaptive2006
  accessed:
    - year: 2015
      month: 12
      day: 26
  author:
    - family: Zou
      given: Hui
  citation-key: ZouAdaptive2006
  container-title: Journal of the American Statistical Association
  DOI: 10.1198/016214506000000735
  ISSN: 0162-1459
  issue: '476'
  issued:
    - year: 2006
      month: 12
      day: 1
  page: 1418-1429
  title: The Adaptive Lasso and Its Oracle Properties
  type: article-journal
  URL: http://users.stat.umn.edu/~zouxx019/Papers/adalasso.pdf
  volume: '101'

- id: ZouDegrees2007
  accessed:
    - year: 2015
      month: 3
      day: 18
  author:
    - family: Zou
      given: Hui
    - family: Hastie
      given: Trevor
    - family: Tibshirani
      given: Robert
  citation-key: ZouDegrees2007
  container-title: The Annals of Statistics
  container-title-short: Ann. Statist.
  DOI: 10.1214/009053607000000127
  ISSN: 0090-5364, 2168-8966
  issue: '5'
  issued:
    - year: 2007
      month: 10
  language: EN
  page: 2173-2192
  title: On the “degrees of freedom” of the lasso
  type: article-journal
  volume: '35'

- id: ZouRegularization2005
  accessed:
    - year: 2015
      month: 3
      day: 20
  author:
    - family: Zou
      given: Hui
    - family: Hastie
      given: Trevor
  citation-key: ZouRegularization2005
  container-title: 'Journal of the Royal Statistical Society: Series B (Statistical Methodology)'
  DOI: 10.1111/j.1467-9868.2005.00503.x
  ISSN: 1467-9868
  issue: '2'
  issued:
    - year: 2005
      month: 4
      day: 1
  language: en
  page: 301-320
  title: Regularization and variable selection via the elastic net
  type: article-journal
  URL: http://www.stat.umn.edu/~zouxx019/Papers/elasticnet.pdf
  volume: '67'
...
