+ MUSE Alert

In this Issue

Table of Contents

  1. Introduction
  2. Nandita Mitra
  3. pp. 1-2
  4. DOI: https://doi.org/10.1353/obs.2021.0015
  5. open access
    • View HTML View
    • Download PDF Download
  1. Reasoning Using Data: Two Old Ways and One New
  2. Michael Baiocchi, Jordan Rodu
  3. pp. 3-12
  4. DOI: https://doi.org/10.1353/obs.2021.0016
  5. open access
    • View HTML View
    • Download PDF Download
  1. Leo Breiman's Challenge: A Retrospective
  2. David Banks
  3. pp. 13-15
  4. DOI: https://doi.org/10.1353/obs.2021.0017
  5. open access
    • View HTML View
    • Download PDF Download
  1. Comments on Breiman: Statistical Modelling: The Two Cultures and Commentaries
  2. Peter Bickel
  3. pp. 17-20
  4. DOI: https://doi.org/10.1353/obs.2021.0018
  5. open access
    • View HTML View
    • Download PDF Download
  1. Comments on Leo Breiman's paper: "Statistical Modeling: The Two Cultures" (Statistical Science, 2001, 16(3), 199-231)
  2. Jelena Bradic, Yinchu Zhu
  3. pp. 21-31
  4. DOI: https://doi.org/10.1353/obs.2021.0019
  5. open access
    • View HTML View
    • Download PDF Download
  1. One Modern Culture of Statistics: Comments on Statistical Modeling: The Two Cultures (Breiman, 2001b)
  2. Peter Bühlmann
  3. pp. 33-40
  4. DOI: https://doi.org/10.1353/obs.2021.0020
  5. open access
    • View HTML View
    • Download PDF Download
  1. Comment on 'Statistical Modelling: the Two Cultures' by Leo Breiman
  2. Efrén Cruz-Cortés, Fan Yang, Elizabeth Juaréz-Colunga, Theodore Warsavage, Debashis Ghosh
  3. pp. 41-57
  4. DOI: https://doi.org/10.1353/obs.2021.0021
  5. open access
    • View HTML View
    • Download PDF Download
  1. Revisiting Rashomon: A Comment on "The Two Cultures"
  2. Alexander D'Amour
  3. pp. 59-63
  4. DOI: https://doi.org/10.1353/obs.2021.0022
  5. open access
    • View HTML View
    • Download PDF Download
  1. Modern Data Modeling: Cross-Fertilization of the Two Cultures
  2. Jianqing Fan, Cong Ma, Kaizheng Wang, Ziwei Zhu
  3. pp. 65-76
  4. DOI: https://doi.org/10.1353/obs.2021.0023
  5. open access
    • View HTML View
    • Download PDF Download
  1. Beyond Two Cultures: Cultural Infrastructure for Data-driven Decision Support
  2. Nikki L. B. Freeman, John Sperger, Helal El-Zaatari, Anna R. Kahkoska, Minxin Lu, Michael Valancius, Arti V. Virkud, Tarek M. Zikry, Michael R. Kosorok
  3. pp. 77-94
  4. DOI: https://doi.org/10.1353/obs.2021.0024
  5. open access
    • View HTML View
    • Download PDF Download
  1. Reflections on Breiman's Two Cultures of Statistical Modeling
  2. Andrew Gelman
  3. pp. 95-98
  4. DOI: https://doi.org/10.1353/obs.2021.0025
  5. open access
    • View HTML View
    • Download PDF Download
  1. Comments on "Two Cultures": What have changed over 20 years?
  2. Xuming He, Jingshen Wang
  3. pp. 99-106
  4. DOI: https://doi.org/10.1353/obs.2021.0026
  5. open access
    • View HTML View
    • Download PDF Download
  1. Bridging Breiman's Brook: From Algorithmic Modeling to Statistical Learning
  2. Giles Hooker, Lucas Mentch
  3. pp. 107-125
  4. DOI: https://doi.org/10.1353/obs.2021.0027
  5. open access
    • View HTML View
    • Download PDF Download
  1. Breiman's Two Cultures: A Perspective from Econometrics
  2. Guido Imbens, Susan Athey
  3. pp. 127-133
  4. DOI: https://doi.org/10.1353/obs.2021.0028
  5. open access
    • View HTML View
    • Download PDF Download
  1. The Two Cultures: Statistics and Machine Learning in Science
  2. R Kass
  3. pp. 135-144
  4. DOI: https://doi.org/10.1353/obs.2021.0000
  5. open access
    • View HTML View
    • Download PDF Download
  1. Comment on "Statistical Modeling: The Two Cultures" by Leo Breiman
  2. Edward H. Kennedy, Matteo Bonvini, Alan Mishler
  3. pp. 145-156
  4. DOI: https://doi.org/10.1353/obs.2021.0001
  5. open access
    • View HTML View
    • Download PDF Download
  1. The "Given Data" Paradigm Undermines Both Cultures
  2. Tyler H. McCormick
  3. pp. 157-159
  4. DOI: https://doi.org/10.1353/obs.2021.0002
  5. open access
    • View HTML View
    • Download PDF Download
  1. Breiman's Two Cultures: You Don't Have to Choose Sides
  2. Andrew C. Miller, Nicholas J. Foti, Emily B. Fox
  3. pp. 161-169
  4. DOI: https://doi.org/10.1353/obs.2021.0003
  5. open access
    • View HTML View
    • Download PDF Download
  1. Discussion of Breiman's "Two Cultures": From Two Cultures to One
  2. Anna Neufeld, Daniela Witten
  3. pp. 171-174
  4. DOI: https://doi.org/10.1353/obs.2021.0004
  5. open access
    • View HTML View
    • Download PDF Download
  1. Nonparametric Bayes: A Bridge Between Cultures
  2. Arman Oganisian, Jason A. Roy
  3. pp. 175-178
  4. DOI: https://doi.org/10.1353/obs.2021.0005
  5. open access
    • View HTML View
    • Download PDF Download
  1. Causal Modelling: The Two Cultures
  2. Elizabeth L. Ogburn, Ilya Shpitser
  3. pp. 179-183
  4. DOI: https://doi.org/10.1353/obs.2021.0006
  5. open access
    • View HTML View
    • Download PDF Download
  1. Comments
  2. R.A. Olshen
  3. pp. 185-186
  4. DOI: https://doi.org/10.1353/obs.2021.0007
  5. open access
    • View HTML View
    • Download PDF Download
  1. Causally Colored Reflections on Leo Breiman's "Statistical Modeling: The Two Cultures" (2001)
  2. Judea Pearl
  3. pp. 187-190
  4. DOI: https://doi.org/10.1353/obs.2021.0008
  5. open access
    • View HTML View
    • Download PDF Download
  1. Considerations Across Three Cultures: Parametric Regressions, Interpretable Algorithms, and Complex Algorithms
  2. Ani Eloyan, Sherri Rose
  3. pp. 191-196
  4. DOI: https://doi.org/10.1353/obs.2021.0009
  5. open access
    • View HTML View
    • Download PDF Download
  1. Comment on Breiman's "Two Cultures" (2002): From Two Cultures to Multicultural
  2. Galit Shmueli
  3. pp. 197-201
  4. DOI: https://doi.org/10.1353/obs.2021.0010
  5. open access
    • View HTML View
    • Download PDF Download
  1. Weakly Supervised Learning Creates a Fusion of Modeling Cultures
  2. Chengliang Tang, Gan Yuan, Tian Zheng
  3. pp. 203-211
  4. DOI: https://doi.org/10.1353/obs.2021.0011
  5. open access
    • View HTML View
    • Download PDF Download
  1. A Melting Pot
  2. Rob Tibshirani, Trevor Hastie
  3. pp. 213-215
  4. DOI: https://doi.org/10.1353/obs.2021.0012
  5. open access
    • View HTML View
    • Download PDF Download
  1. Statistical Modelling in the Age of Data Science
  2. Stijn Vansteelandt
  3. pp. 217-228
  4. DOI: https://doi.org/10.1353/obs.2021.0013
  5. open access
    • View HTML View
    • Download PDF Download
  1. Statistical Modeling: Returning to its Roots
  2. Qingyuan Zhao
  3. pp. 229-234
  4. DOI: https://doi.org/10.1353/obs.2021.0014
  5. open access
    • View HTML View
    • Download PDF Download
  1. Melting together prediction and inference
  2. Adel Daoud, Devdatt Dubhashi
  3. pp. 1-7
  4. DOI: https://doi.org/10.1353/obs.2021.0035
  5. open access
    • View HTML View
    • Download PDF Download