Katherine Heller
Impact in
- Health Informatics top 0.2%
- Artificial Intelligence in Healthcare and Education
- Artificial Intelligence top 1%
- Machine Learning in Healthcare
- Bayesian Methods and Mixture Models
- Topic Modeling
- Anomaly Detection Techniques and Applications
- Advanced Clustering Algorithms Research
Papers in
-
- Bayesian Methods and Mixture Models 15
- Algorithms and Data Compression 5
- Gaussian Processes and Bayesian Inference 4
- Advanced Clustering Algorithms Research 4
- Machine Learning in Healthcare 4
- Natural Language Processing Techniques 3
- Co-authors
- Zoubin Ghahramani (12 shared papers)Mark Sendak (6 shared papers)Suchi Saria (1 shared paper)Pilar N. Ossorio (1 shared paper)Finale Doshi‐Velez (1 shared paper)David C. Kale (1 shared paper)Charles Blundell (3 shared papers)Anna Goldenberg (1 shared paper)
- Journals
- Nature Communications (1 paper)Scientific Reports (1 paper)Psychological Review (1 paper)Journal of Computer Security (1 paper)The Annals of Applied Statistics (1 paper)
- Partner nations
- United StatesUnited KingdomSwitzerland
In The Last Decade
Katherine Heller
54 papers receiving 1.9k citations
Katherine Heller's Hit Papers
Peers
Comparison fields: 5 of 176
- Health Informatics 294
- Artificial Intelligence 918
- Health Information Management 101
- Signal Processing 176
- Family Practice 26
Countries citing papers authored by Katherine Heller
This map shows the geographic impact of Katherine Heller'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 Katherine Heller with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Katherine Heller more than expected).
Fields of papers citing papers by Katherine Heller
This network shows the impact of papers produced by Katherine Heller. 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 Katherine Heller. The network helps show where Katherine Heller may publish in the future.
Co-authors
The 25 scholars most cited alongside Katherine Heller, 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 57 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | Do no harm: a roadmap for responsible machine learning for health care Hit paper breakdown → | 2019 | 543 |
| 2 | 2005 | 215 | |
| 3 | 2018 | 140 | |
| 4 | 2003 | 108 | |
| 5 | The IBP Compound Dirichlet Process and its Application to Focused Topic Modeling | 2010 | 80 |
| 6 | Modelling Reciprocating Relationships with Hawkes Processes | 2012 | 75 |
| 7 | 2020 | 72 | |
| 8 | Bayesian Sets | 2005 | 67 |
| 9 | 2014 | 67 | |
| 10 | 2019 | 61 | |
| 11 | 2018 | 47 | |
| 12 | Bayesian Exponential Family PCA | 2008 | 43 |
| 13 | 2005 | 42 | |
| 14 | 2022 | 40 | |
| 15 | 2009 | 36 | |
| 16 | 2012 | 36 | |
| 17 | A Nonparametric Bayesian Approach to Modeling Overlapping Clusters. | 2007 | 33 |
| 18 | 2022 | 31 | |
| 19 | 2008 | 29 | |
| 20 | 2006 | 25 |
About Katherine Heller
Katherine Heller is a scholar working on Artificial Intelligence, Molecular Biology, Signal Processing, Statistics and Probability and Epidemiology, having authored 57 papers that have together received 2.0k indexed citations. Recurring topics across this work include Bayesian Methods and Mixture Models (15 papers), Statistical Methods and Inference (5 papers), Algorithms and Data Compression (5 papers), Gaussian Processes and Bayesian Inference (4 papers), Advanced Clustering Algorithms Research (4 papers), Machine Learning in Healthcare (4 papers), Point processes and geometric inequalities (3 papers) and Natural Language Processing Techniques (3 papers). The work is most often cited by research in Health Informatics (294 citations), Artificial Intelligence (918 citations), Health Information Management (101 citations), Signal Processing (176 citations) and Family Practice (26 citations). Katherine Heller has collaborated with scholars based in United States, United Kingdom and Switzerland. Frequent co-authors include Zoubin Ghahramani, Mark Sendak, Suchi Saria, Pilar N. Ossorio, Finale Doshi‐Velez, David C. Kale, Charles Blundell, Anna Goldenberg, Mohammed Saeed and Sonoo Thadaney-Israni. Their work appears in journals such as Nature Communications, Scientific Reports, Psychological Review, Journal of Computer Security and The Annals of Applied Statistics.
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.