Andy Liaw

32 papers receiving 20.9k citations

Andy Liaw's Hit Papers

Extreme Gradient Boosting as a Method for Quantitative Structure–Activity Relationships 2016 · 403 citations
4030+7+15Years since publication4.0k8.0k12.0k

Peers

Andy Liaw
Comparison fields: 5 of 231
  • Ecological Modeling 1.3k
  • Environmental Engineering 2.7k
  • Ecology 4.3k
  • Nature and Landscape Conservation 2.0k
  • Global and Planetary Change 3.1k
Replace Richard A. Olshen with:
Richard A. Olshen United States
Achim Zeileis Austria
Matthew C. Wiener United States
B. D. Ripley United Kingdom
Noel Cressie United States
Kurt Hornik Austria
Sanford Weisberg United States
Bernard De Baets Belgium
Alan E. Gelfand United States
Hadley Wickham United States
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Citations per field
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Citations per year

Countries citing papers authored by Andy Liaw

Since Specialization
Citations

This map shows the geographic impact of Andy Liaw'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 Andy Liaw with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Andy Liaw more than expected).

Fields of papers citing papers by Andy Liaw

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Andy Liaw. 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 Andy Liaw. The network helps show where Andy Liaw may publish in the future.

Co-authors

The 25 scholars most cited alongside Andy Liaw, 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 Andy Liaw Line = papers co-authored together Andy Liaw links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 34 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Classification and Regression by randomForest
Hit paper breakdown →
200714518
2
Random Forest:  A Classification and Regression Tool for Compound Classification and QSAR Modeling
Hit paper breakdown →
20032688
3
Newer Classification and Regression Tree Techniques: Bagging and Random Forests for Ecological Prediction
Hit paper breakdown →
20061791
4
Deep Neural Nets as a Method for Quantitative Structure–Activity Relationships
Hit paper breakdown →
2015798
5
Extreme Gradient Boosting as a Method for Quantitative Structure–Activity Relationships
Hit paper breakdown →
2016403
6 2003251
7 2017176
8 2005166
9 2020146
10 201074
11 201556
12 199452
13 200350
14 202046
15 201037
16 202035
17 201128
18
New machine learning tools for predictive vegetation mapping after climate change: Bagging and Random Forest perform better than Regression Tree Analysis.
200421
19 201917
20 200915

About Andy Liaw

Andy Liaw is a scholar working on Molecular Biology, Computational Theory and Mathematics, Materials Chemistry, Spectroscopy and Oncology, having authored 34 papers that have together received 21.4k indexed citations. Recurring topics across this work include Computational Drug Discovery Methods (12 papers), Metabolomics and Mass Spectrometry Studies (10 papers), Machine Learning in Materials Science (7 papers), Advanced Proteomics Techniques and Applications (4 papers), Mass Spectrometry Techniques and Applications (3 papers), Muscle metabolism and nutrition (2 papers), Hormonal and reproductive studies (2 papers) and Adenosine and Purinergic Signaling (2 papers). The work is most often cited by research in Ecological Modeling (1.3k citations), Environmental Engineering (2.7k citations), Ecology (4.3k citations), Nature and Landscape Conservation (2.0k citations) and Global and Planetary Change (3.1k citations). Andy Liaw has collaborated with scholars based in United States, Canada and Norway. Frequent co-authors include Matthew C. Wiener, Robert P. Sheridan, Vladimir Svetnik, Anantha Prasad, Louis R. Iverson, Christopher Tong, Bradley P. Feuston, Joseph Culberson, Junshui Ma and George E. Dahl. Their work appears in journals such as Journal of Chemical Information and Modeling, SLAS DISCOVERY, Drug Metabolism and Disposition, Journal of Proteome Research and Scientific Reports.

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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