Citation Analysis

Estimating Causal Effects with Double Machine Learning - A Method Evaluation
Jonathan Fuhr, Philipp Berens, Dominik Papies
https://arxiv.org/abs/2403.14385
196
Citation mentions
86
Cited references
10
Sections
9,833
Words (approx)

References by Citation Intensity

Ordered by composite index (descending). Higher values indicate more intensive citation.

# Reference Year Mentions Breadth Sec. Wtd Share Composite Main %
1 Imbens, Guido W. and Rubin, Donald B. 2015 7 3 12.0 0.036 1.000 100%
2 Hernán, Miguel A and Robins, James M. 2020 7 3 13.0 0.036 1.000 100%
3 Hastie, Trevor and Tibshirani, Robert and Friedman... 2009 6 3 11.0 0.031 1.000 100%
4 Cinelli, Carlos and Forney, Andrew and Pearl, Jude... 2022 6 4 11.0 0.031 1.000 100%
5 Chernozhukov, Victor and Chetverikov, Denis and De... 2018 33 12 53.0 0.168 0.979 94%
6 Belloni, Alexandre and Chernozhukov, Victor and Ha... 2014 6 4 6.0 0.031 0.941 83%
7 Wooldridge, Jeffrey 2012 4 3 5.5 0.020 0.928 100%
8 McConnell, K. John and Lindner, Stephan 2019 5 3 4.0 0.026 0.928 80%
9 Mullainathan, Sendhil and Spiess, Jann 2017 5 2 7.0 0.026 0.874 100%
10 Athey, Susan 2019 3 3 3.5 0.015 0.843 100%
11 James, Gareth and Witten, Daniela and Hastie, Trev... 2021 3 3 4.5 0.015 0.843 100%
12 Loiseau, Nicolas and Trichelair, Paul and He, Maxi... 2022 5 2 2.5 0.026 0.811 80%
13 Gordon, Brett R. and Moakler, Robert and Zettelmey... 2022 5 2 2.5 0.026 0.811 80%
14 Qiu, Minghao and Zigler, Corwin and Selin, Noelle ... 2022 5 2 2.5 0.026 0.811 80%
15 Harrison, David and Rubinfeld, Daniel L 1978 10 2 17.0 0.051 0.811 80%
16 Yang, Jui-Chung and Chuang, Hui-Ching and Kuan, Ch... 2020 4 2 2.0 0.020 0.737 75%
17 Angrist, Joshua D. and Pischke, Jörn-Steffen 2009 3 2 6.0 0.015 0.737 100%
18 Imbens, Guido W. 2004 2 2 3.0 0.010 0.644 100%
19 Chan, Zenobia T. and Meunier, Sophie 2022 3 2 1.5 0.015 0.644 67%
20 Zivich, Paul N. and Breskin, Alexander 2021 3 1 1.5 0.015 0.585 100%
21 Imbens, Guido W. and Wooldridge, Jeffrey M. 2009 3 1 6.0 0.015 0.585 100%
22 Chiang, Harold D. and Kato, Kengo and Ma, Yukun an... 2022 2 2 2.5 0.010 0.511 50%
23 Knaus, Michael C 2022 2 2 2.5 0.010 0.511 50%
24 Chang, Neng-Chieh 2020 2 2 2.5 0.010 0.511 50%
25 Card, David 1999 1 1 1.0 0.005 0.406 100%
26 Cornfield, Jerome and Haenszel, William and Hammon... 2009 1 1 1.0 0.005 0.406 100%
27 Bijmolt, Tammo H. A. and van Heerde, Harald J. and... 2005 1 1 1.0 0.005 0.406 100%
28 Athey, Susan and Imbens, Guido W. 2017 1 1 1.0 0.005 0.406 100%
29 Pearl, Judea 2009 1 1 1.0 0.005 0.406 100%
30 Shmueli, Galit 2010 1 1 1.0 0.005 0.406 100%
31 Belloni, Alexandre and Chernozhukov, Victor and Ha... 2016 1 1 1.0 0.005 0.406 100%
32 Powell, James L. 1994 1 1 0.5 0.005 0.406 100%
33 Robinson, P. M. 1988 1 1 0.5 0.005 0.406 100%
34 Laan, Mark J. van der and Rubin, Daniel 2006 1 1 0.5 0.005 0.406 100%
35 Diaz, Ivan 2020 1 1 0.5 0.005 0.406 100%
36 StataCorp 2019 1 1 0.5 0.005 0.406 100%
37 Pearl, Judea 2016 1 1 2.0 0.005 0.406 100%
38 Belloni, A. and Chernozhukov, V. and Fernández-Val... 2017 1 1 2.0 0.005 0.406 100%
39 Hünermund, Paul and Louw, Beyers and Caspi, Itamar 2023 1 1 2.0 0.005 0.406 100%
40 Pearl, Judea and Mackenzie, Dana 2019 1 1 2.0 0.005 0.406 100%
41 Imbens, Guido W. 2020 1 1 2.0 0.005 0.406 100%
42 Marra, Giampiero and Wood, Simon N. 2011 1 1 2.0 0.005 0.406 100%
43 R Core Team 2023 1 1 2.0 0.005 0.406 100%
44 Simon, Noah and Friedman, Jerome H. and Hastie, Tr... 2011 1 1 2.0 0.005 0.406 100%
45 Wood, S. N. 2017 1 1 2.0 0.005 0.406 100%
46 Liaw, Andy and Wiener, Matthew 2002 1 1 2.0 0.005 0.406 100%
47 Chen, Tianqi and He, Tong and Benesty, Michael and... 2023 1 1 2.0 0.005 0.406 100%
48 Venables, W. N. and Ripley, B. D. 2002 1 1 2.0 0.005 0.406 100%
49 Beach, E. F. 1949 1 1 2.0 0.005 0.406 100%
50 Rosen, Sherwin 1974 1 1 2.0 0.005 0.406 100%
51 Agrawal, Jagdish and Kamakura, Wagner A 1999 1 1 2.0 0.005 0.406 100%
52 Nelson, Jon P. 1978 1 1 2.0 0.005 0.406 100%
53 Rosenbaum, Paul R. and Rubin, Donald B. 1983 1 1 2.0 0.005 0.406 100%
54 Robins, James M. and Rotnitzky, Andrea and Zhao, L... 1994 1 1 2.0 0.005 0.406 100%
55 Robins, James M. and Rotnitzky, Andrea 1995 1 1 2.0 0.005 0.406 100%
56 Imbens, Guido W. and Angrist, Joshua D. 1994 1 1 2.0 0.005 0.406 100%
57 Wooldridge, Jeffrey M. 2010 1 1 2.0 0.005 0.406 100%
58 Dube, Arindrajit and Jacobs, Jeff and Naidu, Sures... 2020 1 1 0.5 0.005 0.087 0%
59 Hansen, Daniel 2020 1 1 0.5 0.005 0.087 0%
60 Holtz, David and Zhao, Michael and Benzell, Seth G... 2020 1 1 0.5 0.005 0.087 0%
61 Azoulay, Pierre and Greenblatt, Wesley H. and Hegg... 2021 1 1 0.5 0.005 0.087 0%
62 Chen, Jau-er and Huang, Chien-Hsun and Tien, Jia-J... 2021 1 1 0.5 0.005 0.087 0%
63 Chernozhukov, Victor and Kasahara, Hiroyuki and Sc... 2021 1 1 0.5 0.005 0.087 0%
64 Knaus, Michael C. 2021 1 1 0.5 0.005 0.087 0%
65 Kuppelwieser, Thomas and Wozabal, David 2021 1 1 0.5 0.005 0.087 0%
66 Liu, Molei and Zhang, Yi and Zhou, Doudou 2021 1 1 0.5 0.005 0.087 0%
67 Parpouchi, Milad and Moniruzzaman, Akm and Somers,... 2021 1 1 0.5 0.005 0.087 0%
68 Semenova, Vira and Chernozhukov, Victor 2021 1 1 0.5 0.005 0.087 0%
69 Skoufias, Emmanuel and Vinha, Katja 2021 1 1 0.5 0.005 0.087 0%
70 Yamane, Tomomi and Kaneko, Shinji 2021 1 1 0.5 0.005 0.087 0%
71 Alley, Michael and Biggs, Max and Hariss, Rim and ... 2022 1 1 0.5 0.005 0.087 0%
72 Bilancini, Ennio and Boncinelli, Leonardo and Di P... 2022 1 1 0.5 0.005 0.087 0%
73 Bodory, Hugo and Huber, Martin and Lafférs, Lukáš 2022 1 1 0.5 0.005 0.087 0%
74 Cárdenas, Diana and Lattimore, Finnian and Steinbe... 2022 1 1 0.5 0.005 0.087 0%
75 Decarolis, Francesco and Giorgiantonio, Cristina 2022 1 1 0.5 0.005 0.087 0%
76 Ellickson, Paul B. and Kar, Wreetabrata and Reeder... 2022 1 1 0.5 0.005 0.087 0%
77 Farbmacher, Helmut and Huber, Martin and Laffers, ... 2022 1 1 0.5 0.005 0.087 0%
78 Goller, Daniel 2023 1 1 0.5 0.005 0.087 0%
79 Huber, Martin and Meier, Jonas and Wallimann, Hann... 2022 1 1 0.5 0.005 0.087 0%
80 Lundberg, Ian 2022 1 1 0.5 0.005 0.087 0%
81 Vansteelandt, Stijn and Dukes, Oliver and Van Lanc... 2022 1 1 0.5 0.005 0.087 0%
82 Dickson, Matthew C. and Nguyen, Michael M. and Pat... 2023 1 1 0.5 0.005 0.087 0%
83 Felderer, Barbara and Kueck, Jannis and Spindler, ... 2023 1 1 0.5 0.005 0.087 0%
84 Daniel, Folashade and Ooi, Hong and Calaway, Rich ... 2022 1 1 0.5 0.005 0.087 0%
85 Daniel, Folashade and Corporation, Microsoft and W... 2022 1 1 0.5 0.005 0.087 0%
86 Gaujoux, Renaud 2023 1 1 0.5 0.005 0.087 0%
Measures: Mentions = total in-text citations; Breadth = distinct sections; Sec. Wtd = section-weighted count (body ×2, lit review/appendix ×0.5); Share = mentions / total citations in paper; Composite = geometric mean of normalised count, breadth, and main-text ratio; Main % = fraction of mentions in main text (excl. appendix). (self) = self-citation.