Regularization paths for Cox’s proportional hazards model via coordinate descent N Simon, J Friedman, T Hastie, R Tibshirani Journal of statistical software 39 (5), 1, 2011 | 2229 | 2011 |

A sparse-group lasso N Simon, J Friedman, T Hastie, R Tibshirani Journal of computational and graphical statistics 22 (2), 231-245, 2013 | 1646 | 2013 |

glmnet: Lasso and elastic-net regularized generalized linear models J Friedman, T Hastie, R Tibshirani, B Narasimhan, K Tay, N Simon, J Qian, ... Astrophysics Source Code Library, ascl: 2308.011, 2023 | 987 | 2023 |

Strong rules for discarding predictors in lasso-type problems R Tibshirani, J Bien, J Friedman, T Hastie, N Simon, J Taylor, ... Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2012 | 758 | 2012 |

Systems analysis of sex differences reveals an immunosuppressive role for testosterone in the response to influenza vaccination D Furman, BP Hejblum, N Simon, V Jojic, CL Dekker, R Thiébaut, ... Proceedings of the National Academy of Sciences 111 (2), 869-874, 2014 | 697 | 2014 |

New insights and faster computations for the graphical lasso DM Witten, JH Friedman, N Simon Journal of Computational and Graphical Statistics 20 (4), 892-900, 2011 | 419 | 2011 |

Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States EY Cramer, EL Ray, VK Lopez, J Bracher, A Brennen, ... Proceedings of the National Academy of Sciences 119 (15), e2113561119, 2022 | 206 | 2022 |

Adaptive enrichment designs for clinical trials N Simon, R Simon Biostatistics 14 (4), 613-625, 2013 | 199 | 2013 |

Standardization and the group lasso penalty N Simon, R Tibshirani Statistica Sinica 22 (3), 983, 2012 | 185 | 2012 |

Comment on" Detecting Novel Associations In Large Data Sets" by Reshef Et Al, Science Dec 16, 2011 N Simon, R Tibshirani arXiv preprint arXiv:1401.7645, 2014 | 177* | 2014 |

Quantitative SD-OCT imaging biomarkers as indicators of age-related macular degeneration progression L de Sisternes, N Simon, R Tibshirani, T Leng, DL Rubin Investigative ophthalmology & visual science 55 (11), 7093-7103, 2014 | 148 | 2014 |

Glmnet for matlab J Qian, T Hastie, J Friedman, R Tibshirani, N Simon | 133 | 2013 |

A blockwise descent algorithm for group-penalized multiresponse and multinomial regression N Simon, J Friedman, T Hastie arXiv preprint arXiv:1311.6529, 2013 | 117 | 2013 |

Sparse-input neural networks for high-dimensional nonparametric regression and classification J Feng, N Simon arXiv preprint arXiv:1711.07592, 2017 | 116 | 2017 |

Nonparametric variable importance assessment using machine learning techniques BD Williamson, PB Gilbert, M Carone, N Simon Biometrics 77 (1), 9-22, 2021 | 99 | 2021 |

Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the US EY Cramer, EL Ray, VK Lopez, J Bracher, A Brennen, ... Medrxiv, 2021.02. 03.21250974, 2021 | 91 | 2021 |

A general framework for inference on algorithm-agnostic variable importance BD Williamson, PB Gilbert, NR Simon, M Carone Journal of the American Statistical Association 118 (543), 1645-1658, 2023 | 90* | 2023 |

Convex modeling of interactions with strong heredity A Haris, D Witten, N Simon Journal of Computational and Graphical Statistics 25 (4), 981-1004, 2016 | 85 | 2016 |

Transcriptome sequencing of a large human family identifies the impact of rare noncoding variants X Li, A Battle, KJ Karczewski, Z Zappala, DA Knowles, KS Smith, ... The American Journal of Human Genetics 95 (3), 245-256, 2014 | 82 | 2014 |

Fused lasso additive model A Petersen, D Witten, N Simon Journal of Computational and Graphical Statistics 25 (4), 1005-1025, 2016 | 76 | 2016 |