Andreas Krause

30.7k total citations · 8 hit papers
270 papers, 15.3k citations indexed

About

Andreas Krause is a scholar working on Artificial Intelligence, Management Science and Operations Research and Computational Theory and Mathematics. According to data from OpenAlex, Andreas Krause has authored 270 papers receiving a total of 15.3k indexed citations (citations by other indexed papers that have themselves been cited), including 127 papers in Artificial Intelligence, 53 papers in Management Science and Operations Research and 43 papers in Computational Theory and Mathematics. Recurrent topics in Andreas Krause's work include Machine Learning and Algorithms (48 papers), Advanced Bandit Algorithms Research (39 papers) and Gaussian Processes and Bayesian Inference (35 papers). Andreas Krause is often cited by papers focused on Machine Learning and Algorithms (48 papers), Advanced Bandit Algorithms Research (39 papers) and Gaussian Processes and Bayesian Inference (35 papers). Andreas Krause collaborates with scholars based in Switzerland, United States and Germany. Andreas Krause's co-authors include Carlos Guestrin, Jure Leskovec, Maarten Speekenbrink, Eric Schulz, Jeanne M. VanBriesen, Christos Faloutsos, Manuel Gomez-Rodriguez, Natalie Glance, Ajit Singh and Matthias Seeger and has published in prestigious journals such as Proceedings of the National Academy of Sciences, Bioinformatics and IEEE Transactions on Automatic Control.

In The Last Decade

Andreas Krause

262 papers receiving 14.7k citations

Hit Papers

5 papers align trajectories

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

Cost-effective outbreak detection in networks

2007 1.6k citations Andreas Krause, Carlos Guestrin et al. profile →
A tutorial on Gaussian process regression: Modelling, exploring, and exploiting functions

2018 1.1k citations Eric Schulz, Maarten Speekenbrink et al. profile →
Near-Optimal Sensor Placements in Gaussian Processes: Theory, Efficient Algorithms and Empirical Studies

2008 781 citations Andreas Krause, Carlos Guestrin et al. profile →
Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting

2012 507 citations Andreas Krause et al. profile →
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design

2009 462 citations Andreas Krause et al. Infoscience (Ecole Polytechnique Fédérale de Lausanne) profile →
Inferring networks of diffusion and influence

2010 453 citations Andreas Krause et al. profile →
Unfreezing the robot: Navigation in dense, interacting crowds

2010 392 citations Andreas Krause et al. profile →
Navigating the protein fitness landscape with Gaussian processes

2012 232 citations Philip A. Romero, Andreas Krause et al. Proceedings of the National Academy of Sciences profile →

Peers

Countries citing papers authored by Andreas Krause

Since Specialization

Citations

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

Fields of papers citing papers by Andreas Krause

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authorship network of co-authors of Andreas Krause

This figure shows the co-authorship network connecting the top 25 collaborators of Andreas Krause. A scholar is included among the top collaborators of Andreas Krause 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 Andreas Krause. Andreas Krause is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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20 of 20 papers shown

#	Work	Indexed citations
1	SafeRPlan: Safe deep reinforcement learning for intraoperative planning of pedicle screw placement 2024 ·Medical Image Analysis ·(unknown), Hooman Esfandiari, Fabio Carrillo, Christoph J. Laux, (unknown), (unknown), (unknown), (unknown), (unknown), Mazda Farshad, Benjamin F. Grewe, Emmanuel Vander Poorten, Andreas Krause, Philipp Fürnstahl	8
2	Optimal transport for single-cell and spatial omics 2024 ·Nature Reviews Methods Primers ·Charlotte Bunne, Geoffrey Schiebinger, Andreas Krause, Aviv Regev, Marco Cuturi	12
3	Enriching productive mutational paths accelerates enzyme evolution 2024 ·Nature Chemical Biology ·(unknown), Thomas Schwander, Moritz Voß, (unknown), (unknown), Michael Eichenberger, (unknown), (unknown), (unknown), Francesca Peccati, Gonzalo Jiménez‐Osés, Mojmír Mutný, Andreas Krause, Uwe T. Bornscheuer, Donald Hilvert, Rebecca Buller	9
4	Learning single-cell perturbation responses using neural optimal transport 2023 ·Nature Methods ·Charlotte Bunne, Stefan G. Stark, Gabriele Gut, Jacobo Sarabia del Castillo, Mitch P. Levesque, Kjong-Van Lehmann, Lucas Pelkmans, Andreas Krause, Gunnar Rätsch	56
5	A Call for Gene Expression Analysis in Whole Blood of Patients With Rheumatoid Arthritis (RA) as a Biomarker for RA-Associated Interstitial Lung Disease 2023 ·The Journal of Rheumatology ·(unknown), Matthias Linke, (unknown), Jan Christoph Koch, Andreas Schwarting, Andreas Krause, Susanne Gerber, Alexander Gerber	6
6	ChromaX: a fast and scalable breeding program simulator 2023 ·Bioinformatics ·(unknown), Matteo Turchetta, Daniel Ariza-Suárez, Steven Yates, Bruno Studer, Ioannis N. Athanasiadis, Andreas Krause, Joachim M. Buhmann, (unknown)	4
7	Machine intelligence for chemical reaction space 2022 ·Wiley Interdisciplinary Reviews Computational Molecular Science ·Philippe Schwaller, Alain C. Vaucher, Rubén Laplaza, Charlotte Bunne, Andreas Krause, Clémence Corminbœuf, Teodoro Laino	61
8	Regret Bounds for Gaussian-Process Optimization in Large Domains 2021 ·arXiv (Cornell University) ·(unknown), Bernhard Schölkopf, Andreas Krause	1
9	Older age, comorbidity, glucocorticoid use and disease activity are risk factors for COVID-19 hospitalisation in patients with inflammatory rheumatic and musculoskeletal diseases 2021 ·RMD Open ·Rebecca Hasseli, Ulf Müeller-Ladner, Bimba F. Hoyer, Andreas Krause, Hanns‐Martin Lorenz, Alexander Pfeil, Jutta Richter, Martin Schäfer, Tim Schmeiser, Anja Strangfeld, Hendrik Schulze‐Koops, Reinhard Voll, Christof Specker, Anne C. Regierer	66
10	TNFi is associated with positive outcome, but JAKi and rituximab are associated with negative outcome of SARS-CoV-2 infection in patients with RMD 2021 ·RMD Open ·Anne C. Regierer, Rebecca Hasseli, Martin Schäfer, Bimba F. Hoyer, Andreas Krause, Hanns‐Martin Lorenz, Alexander Pfeil, Jutta Richter, Tim Schmeiser, Hendrik Schulze‐Koops, Anja Strangfeld, Reinhard Voll, Christof Specker, Ulf Müeller-Ladner	17
11	Adaptive Sequence Submodularity 2019 ·Neural Information Processing Systems ·(unknown), Ehsan Kazemi, Moran Feldman, Andreas Krause, Amin Karbasi	2
12	Generalization and Search in Risky Environments 2018 ·Cognitive Science ·Eric Schulz, Charley M. Wu, Quentin J. M. Huys, Andreas Krause, Maarten Speekenbrink	16
13	Reinforced Imitation: Sample Efficient Deep Reinforcement Learning for Mapless Navigation by Leveraging Prior Demonstrations 2018 ·IEEE Robotics and Automation Letters ·Mark G. Pfeiffer, (unknown), Matteo Turchetta, César Cadena, Andreas Krause, Roland Siegwart, Juan Nieto	122
14	Probabilistic Submodular Maximization in Sub-Linear Time. 2017 ·International Conference on Machine Learning ·(unknown), Morteza Zadimoghaddam, Andreas Krause, Amin Karbasi	7
15	Near-optimal Batch Mode Active Learning and Adaptive Submodular Optimization 2013 ·International Conference on Machine Learning ·Yuxin Chen, Andreas Krause	47
16	Active Learning for Multi-Objective Optimization 2013 ·International Conference on Machine Learning ·Marcela Zuluaga, (unknown), Andreas Krause, (unknown)	81
17	Navigating the protein fitness landscape with Gaussian processes breakdown → 2012 ·Proceedings of the National Academy of Sciences ·Philip A. Romero, Andreas Krause, Frances H. Arnold	232
18	Adaptive Submodularity: A New Approach to Active Learning and Stochastic Optimization 2010 ·arXiv (Cornell University) ·Daniel Golovin, Andreas Krause	24
19	Submodular Dictionary Selection for Sparse Representation 2010 ·Infoscience (Ecole Polytechnique Fédérale de Lausanne) ·Andreas Krause, Volkan Cevher	53
20	Selecting Observations against Adversarial Objectives 2007 ·Neural Information Processing Systems ·Andreas Krause, Brendan McMahan, Carlos Guestrin, Anupam Gupta	25

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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