Katherine Heller
- Artificial Intelligence top 1%
- Health Informatics top 0.2%
- Molecular Biology
- Signal Processing top 5%
- Computer Vision and Pattern Recognition top 5%
- Co-authors
- Zoubin GhahramaniMark SendakCharles BlundellMohammed SaeedSonoo Thadaney-IsraniKenneth JungAnna GoldenbergDavid C. Kale
- Topics
- Bayesian Methods and Mixture Models (16 papers)Machine Learning in Healthcare (6 papers)Algorithms and Data Compression (5 papers)
- Journals
- Nature MedicineNature CommunicationsSHILAP Revista de lepidopterología
- Partner nations
- United StatesUnited KingdomSwitzerland
In The Last Decade
Katherine Heller
53 papers receiving 1.9k citations
Hit Papers
Peers
Comparison fields: 5 of 179
- Artificial Intelligence 985
- Health Informatics 329
- Molecular Biology 196
- Signal Processing 177
- Computer Vision and Pattern Recognition 167
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-authorship network of co-authors of Katherine Heller
This figure shows the co-authorship network connecting the top 25 collaborators of Katherine Heller. A scholar is included among the top collaborators of Katherine Heller based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Katherine Heller. Katherine Heller is excluded from the visualization to improve readability, since they are connected to all nodes in the network.
All Works
| # | Work | Indexed citations |
|---|---|---|
| 1 | 0 | |
| 2 | 6 | |
| 3 | Variational Refinement for Importance Sampling Using the Forward Kullback-Leibler Divergence | 2 |
| 4 | Learning to detect sepsis with a multitask Gaussian process RNN classifier | 22 |
| 5 | An inner-loop free solution to inverse problems using deep neural networks | 6 |
| 6 | Content-based modeling of reciprocal relationships using Hawkes and Gaussian processes | 6 |
| 7 | Scalable joint modeling of longitudinal and point process data for disease trajectory prediction and improving Management of Chronic Kidney Disease | 6 |
| 8 | The Bayesian Echo Chamber: Modeling Social Influence via Linguistic Accommodation. | 20 |
| 9 | Evaluating Bayesian and L1 Approaches for Sparse Unsupervised Learning . | 9 |
| 10 | Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models | 23 |
| 11 | Modelling Reciprocating Relationships with Hawkes Processes | 75 |
| 12 | Ranking Relations Using Analogies in Biological and Information Networks | 3 |
| 13 | The IBP Compound Dirichlet Process and its Application to Focused Topic Modeling | 80 |
| 14 | Hierarchical Learning of Dimensional Biases in Human Categorization | 15 |
| 15 | Tree-Based Inference for Dirichlet Process Mixtures | 4 |
| 16 | Infinite Hierarchical Hidden Markov Models | 14 |
| 17 | Bayesian Exponential Family PCA | 43 |
| 18 | A Nonparametric Bayesian Approach to Modeling Overlapping Clusters. | 33 |
| 19 | Bayesian Sets | 67 |
| 20 | My Choice of a Lifetime: “Finding True Love” in a Sociological Imagination | 1 |
About Katherine Heller
Katherine Heller is a scholar working on Health Informatics, Artificial Intelligence and Signal Processing, having authored 57 papers that have together received 2.0k indexed citations. Recurring topics across this work include Bayesian Methods and Mixture Models (16 papers), Machine Learning in Healthcare (6 papers) and Algorithms and Data Compression (5 papers). The work is most often cited by research in Health Informatics (329 citations), Artificial Intelligence (985 citations) and Health Information Management (131 citations). Katherine Heller has collaborated with scholars based in United States, United Kingdom and Switzerland. Frequent co-authors include Zoubin Ghahramani, Mark Sendak, Charles Blundell, Mohammed Saeed, Sonoo Thadaney-Israni, Kenneth Jung, Anna Goldenberg, David C. Kale, Jean‐Louis Vincent and Marzyeh Ghassemi. Their work appears in journals such as Nature Medicine, Nature Communications and SHILAP Revista de lepidopterología.
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.