Carolin Strobl

74 papers receiving 9.2k 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 · 2.0k citations
2.0k0+6+12Years since publication50010001.5k2.0k2.5k

Peers

Carolin Strobl
Comparison fields: 5 of 219
  • Ecological Modeling 366
  • Statistics and Probability 670
  • Nature and Landscape Conservation 737
  • Environmental Engineering 842
  • Global and Planetary Change 1.1k
Replace Anne‐Laure Boulesteix with:
Anne‐Laure Boulesteix Germany
Aki Vehtari Finland
Thomas Kneib Germany
Jennifer Hill United States
Michael Greenacre Spain
A. H. Welsh Australia
José C. Pinheiro United States
Michael Betancourt United States
Gareth James United States
Robert Gentleman United States
Carolin Strobl relative to Anne‐Laure Boulesteix Germany Anne‐Laure Boulesteix's profile →
Citations per field
00.5×1.5×
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 74 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 →
20072620
2
Conditional variable importance for random forests
Hit paper breakdown →
20082397
3
An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests.
Hit paper breakdown →
20091971
4 2010279
5 2006237
6 2013206
7 2009179
8 2012156
9 2020113
10 2013107
11 2011102
12
A New, Conditional Variable-Importance Measure for Random Forests Available in the party Package
200994
13 200886
14 201483
15 200881
16 201158
17 201557
18 200953
19 202251
20 201644

About Carolin Strobl

Carolin Strobl is a scholar working on Artificial Intelligence, Management Science and Operations Research, Statistics and Probability, Computer Networks and Communications and Molecular Biology, having authored 74 papers that have together received 9.6k indexed citations. Recurring topics across this work include Psychometric Methodologies and Testing (15 papers), Advanced Statistical Modeling Techniques (11 papers), Gene expression and cancer classification (9 papers), Advanced Statistical Methods and Models (7 papers), Statistical Methods and Inference (7 papers), Neural Networks and Applications (7 papers), Data Mining Algorithms and Applications (7 papers) and Mental Health Research Topics (5 papers). The work is most often cited by research in Ecological Modeling (366 citations), Statistics and Probability (670 citations), Nature and Landscape Conservation (737 citations), Environmental Engineering (842 citations) and Global and Planetary Change (1.1k 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 The R Journal.

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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