Carolin Strobl

13.6k citations
72 papers · 9.9k · 3 hit papers · h-index 28

Impact in

Papers in

Carolin Strobl

72 papers receiving 9.7k citations

Carolin Strobl's Hit Papers

An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests. 2009 · 2k citations
2k0+6+12Years since publication5001k1.5k2k2.5k

Peers

Carolin Strobl
Comparison fields: 5 of 212
  • Ecological Modeling 199
  • Statistics and Probability 952
  • Environmental Engineering 521
  • Management Science and Operations Research 680
  • Nature and Landscape Conservation 386
Replace Anne‐Laure Boulesteix with:
Anne‐Laure Boulesteix Germany
Gareth M. James United States
Thomas Kneib Germany
Max Kühn United States
Kerrie Lee Mengersen Australia
Jaap Praagman Netherlands
Matthew C. Wiener United States
Andreas Ziegler Germany
Naomi Altman United States
John Van Ryzin United States
Carolin Strobl relative to Anne‐Laure Boulesteix Germany Anne‐Laure Boulesteix's profile →
Citations per field
00.5×1.5×2.1×
Anne‐Laure Boulesteix · 1×
Citations per year

Countries citing papers authored by Carolin Strobl

Since Specialization
Citations

This map shows the geographic impact of Carolin Strobl's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Carolin Strobl with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Carolin Strobl more than expected).

Fields of papers citing papers by Carolin Strobl

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Carolin Strobl. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Carolin Strobl. The network helps show where Carolin Strobl may publish in the future.

Co-authors

The 25 scholars most cited alongside Carolin Strobl, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Carolin Strobl Line = papers co-authored together Carolin Strobl links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 72 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Bias in random forest variable importance measures: Illustrations, sources and a solution
Hit paper breakdown →
20072749
2
Conditional variable importance for random forests
Hit paper breakdown →
20082481
3
An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests.
Hit paper breakdown →
20092030
4 2010288
5 2006237
6 2013210
7 2009183
8 2012158
9 2020119
10 2011107
11 2013107
12
A New, Conditional Variable-Importance Measure for Random Forests Available in the party Package
200993
13 201486
14 200883
15 202182
16 200864
17 201563
18 201157
19 200956
20 202253

About Carolin Strobl

Carolin Strobl is a scholar working on Statistics and Probability, Management Science and Operations Research, Artificial Intelligence, Information Systems and General Social Sciences, having authored 72 papers that have together received 9.9k indexed citations. Recurring topics across this work include Psychometric Methodologies and Testing (30 papers), Statistical Methods and Inference (21 papers), Statistical Methods and Applications (11 papers), Data Analysis with R (6 papers), Data Mining Algorithms and Applications (5 papers), Statistical Methods and Bayesian Inference (5 papers), Explainable Artificial Intelligence (XAI) (4 papers) and Machine Learning and Data Classification (3 papers). The work is most often cited by research in Ecological Modeling (199 citations), Statistics and Probability (952 citations), Environmental Engineering (521 citations), Management Science and Operations Research (680 citations) and Nature and Landscape Conservation (386 citations). Carolin Strobl has collaborated with scholars based in Germany, Switzerland and Austria. Frequent co-authors include Achim Zeileis, Anne‐Laure Boulesteix, Torsten Hothorn, James D. Malley, Gerhard Tutz, Thomas Augustin, Thomas Kneib, Julia Kopf, Andreas Ziegler and Kristin K. Nicodemus. Their work appears in journals such as Educational and Psychological Measurement, BMC Bioinformatics, Journal of Educational and Behavioral Statistics, Computational Statistics & Data Analysis and Psychological Methods.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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