Daniela Witten
Impact in
- Statistics and Probability top 0.2%
- Statistical Methods and Inference
- Genetics top 0.2%
- Genomics and Rare Diseases
- Genetic Associations and Epidemiology
Papers in
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- Gene expression and cancer classification 25
- Bioinformatics and Genomic Networks 6
- Genomics and Chromatin Dynamics 5
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- Statistical Methods and Inference 33
- Advanced Statistical Methods and Models 8
- Statistical Methods and Bayesian Inference 6
- Co-authors
- Robert Tibshirani (56 shared papers)Trevor Hastie (43 shared papers)Gareth James (39 shared papers)Gregory M. Cooper (5 shared papers)Jay Shendure (5 shared papers)Martin Kircher (4 shared papers)Brian J. O’Roak (1 shared paper)Philipp Rentzsch (1 shared paper)
- Journals
- Journal of the American Statistical Association (9 papers)Biometrika (6 papers)Journal of Computational and Graphical Statistics (5 papers)Biostatistics (5 papers)Journal of the Royal Statistical Society Series B (Statistical Methodology) (4 papers)
- Partner nations
- United StatesCanadaUnited Kingdom
In The Last Decade
Daniela Witten
124 papers receiving 25.1k citations
Daniela Witten's Hit Papers
Peers
Comparison fields: 5 of 238
- Statistics and Probability 1.6k
- Genetics 3.5k
- Computational Mathematics 74
- Cancer Research 1.4k
- Artificial Intelligence 3.4k
Countries citing papers authored by Daniela Witten
This map shows the geographic impact of Daniela Witten'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 Daniela Witten with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Daniela Witten more than expected).
Fields of papers citing papers by Daniela Witten
This network shows the impact of papers produced by Daniela Witten. 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 Daniela Witten. The network helps show where Daniela Witten may publish in the future.
Co-authors
The 25 scholars most cited alongside Daniela Witten, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.
All Works
Showing the 20 most-cited of 129 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | An Introduction to Statistical Learning Hit paper breakdown → | 2013 | 8565 |
| 2 | A general framework for estimating the relative pathogenicity of human genetic variants Hit paper breakdown → | 2014 | 3741 |
| 3 | CADD: predicting the deleteriousness of variants throughout the human genome Hit paper breakdown → | 2018 | 2008 |
| 4 | An Introduction to Statistical Learning: with Applications in R Hit paper breakdown → | 2018 | 1889 |
| 5 | A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis Hit paper breakdown → | 2009 | 1030 |
| 6 | An Introduction to Statistical Learning Hit paper breakdown → | 2021 | 926 |
| 7 | The Joint Graphical Lasso for Inverse Covariance Estimation Across Multiple Classes Hit paper breakdown → | 2013 | 554 |
| 8 | 2010 | 447 | |
| 9 | An Introduction to Statistical Learning Hit paper breakdown → | 2023 | 419 |
| 10 | Sparse Discriminant Analysis Hit paper breakdown → | 2011 | 410 |
| 11 | 2009 | 394 | |
| 12 | 2012 | 393 | |
| 13 | 2011 | 282 | |
| 14 | 2009 | 272 | |
| 15 | 2011 | 258 | |
| 16 | 2012 | 255 | |
| 17 | 2012 | 199 | |
| 18 | 2010 | 195 | |
| 19 | 2011 | 195 | |
| 20 | 2016 | 182 |
About Daniela Witten
Daniela Witten is a scholar working on Molecular Biology, Statistics and Probability, Artificial Intelligence, Genetics and Cognitive Neuroscience, having authored 129 papers that have together received 25.8k indexed citations. Recurring topics across this work include Statistical Methods and Inference (33 papers), Gene expression and cancer classification (25 papers), Advanced Statistical Methods and Models (8 papers), Bayesian Methods and Mixture Models (7 papers), Statistical Methods and Bayesian Inference (6 papers), Bioinformatics and Genomic Networks (6 papers), Bayesian Modeling and Causal Inference (5 papers) and Genomics and Chromatin Dynamics (5 papers). The work is most often cited by research in Statistics and Probability (1.6k citations), Genetics (3.5k citations), Computational Mathematics (74 citations), Cancer Research (1.4k citations) and Artificial Intelligence (3.4k citations). Daniela Witten has collaborated with scholars based in United States, Canada and United Kingdom. Frequent co-authors include Robert Tibshirani, Trevor Hastie, Gareth James, Gregory M. Cooper, Jay Shendure, Martin Kircher, Brian J. O’Roak, Philipp Rentzsch, Patrick Danaher and Pei Wang. Their work appears in journals such as Journal of the American Statistical Association, Biometrika, Journal of Computational and Graphical Statistics, Biostatistics and Journal of the Royal Statistical Society Series B (Statistical Methodology).
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.