I. Schuster

Most-cited papers

1. Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting

   Kashif Rasul, Calvin Seward, I. Schuster, Roland Vollgraf

   2021International Conference on Machine Learning656 citations

   Semantic Scholar

   Save

2. Multi-variate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows

   Kashif Rasul, Abdul-Saboor Sheikh, I. Schuster, Urs M. Bergmann +1 more

   2020International Conference on Learning Representations243 citations

   Semantic Scholar

   Save

3. Eigendecompositions of Transfer Operators in Reproducing Kernel Hilbert Spaces

   Stefan Klus, I. Schuster, Krikamol Muandet

   2017Journal of nonlinear science152 citations Open access

   Semantic Scholar

   Save

4. A Rigorous Theory of Conditional Mean Embeddings

   I. Klebanov, I. Schuster, T. Sullivan

   2019SIAM Journal on Mathematics of Data Science52 citations Open access

   Semantic Scholar

   Save

5. A kernel-based approach to molecular conformation analysis

   Stefan Klus, Andreas Bittracher, I. Schuster, C. Schütte

   2018Journal of Chemical Physics33 citations Open access

   Semantic Scholar

   Save

6. Kernel Conditional Density Operators

   I. Schuster, Mattes Mollenhauer, Stefan Klus, Krikamol Muandet

   2019International Conference on Artificial Intelligence and Statistics31 citations

   Semantic Scholar

   Save

7. Markov Chain Importance Sampling—A Highly Efficient Estimator for MCMC

   I. Schuster, I. Klebanov

   2018Journal of Computational And Graphical Statistics29 citations Open access

   Semantic Scholar

   Save

8. Gradient Importance Sampling

   I. Schuster

   201528 citations

   Semantic Scholar

   Save

9. Singular Value Decomposition of Operators on Reproducing Kernel Hilbert Spaces

   Mattes Mollenhauer, I. Schuster, Stefan Klus, C. Schütte

   2018Advances in Dynamics, Optimization and Computation22 citations Open access

   Semantic Scholar

   Save

10. Machine Learning-Supported Enzyme Engineering toward Improved CO2-Fixation of Glycolyl-CoA Carboxylase

    Daniel G Marchal, L. Schulz, I. Schuster, Jelena Ivanovska +4 more

    2023ACS Synthetic Biology15 citations Open access

    Semantic Scholar

    Save

11. Set Flow: A Permutation Invariant Normalizing Flow

    Kashif Rasul, I. Schuster, Roland Vollgraf, Urs M. Bergmann

    2019arXiv.org8 citations

    Semantic Scholar

    Save

12. Kernel Sequential Monte Carlo

    I. Schuster, Heiko Strathmann, Brooks Paige, D. Sejdinovic

    2015ECML/PKDD8 citations Open access

    Semantic Scholar

    Save

13. Feature space approximation for kernel-based supervised learning

    Patrick Gelß, Stefan Klus, I. Schuster, C. Schütte

    2020Knowledge-Based Systems6 citations Open access

    Semantic Scholar

    Save

14. Exact active subspace Metropolis-Hastings, with applications to the Lorenz-96 system

    I. Schuster, P. Constantine, T. Sullivan

    20174 citations

    Semantic Scholar

    Save

15. Consistency of Importance Sampling estimates based on dependent sample sets and an application to models with factorizing likelihoods

    I. Schuster

    20154 citations

    Semantic Scholar

    Save

16. Analyzing high-dimensional time-series data using kernel transfer operator eigenfunctions

    Stefan Klus, Sebastian Peitz, I. Schuster

    2018arXiv.org2 citations

    Semantic Scholar

    Save

17. Kernel techniques for adaptive Monte Carlo methods

    Heiko Strathmann, D. Sejdinovic, S. Livingston, I. Schuster +4 more

    20161 citations

    Semantic Scholar

    Save

18. Probabilistic models of natural language semantics

    I. Schuster

    20151 citations

    Semantic Scholar

    Save

19. Bayesian factorization of joint categorical distributions for relational data and classical conditioning models

    I. Schuster, P. Jähnichen

    2014arXiv.org1 citations

    Semantic Scholar

    Save

20. Kernel Conditional Density Operators A Supplementary material A . 1 Proofs for results in the main text

    I. Schuster, Mattes Mollenhauer, Stefan Klus, Krikamol Muandet

    20200 citations

    Semantic Scholar

    Save

21. SUPPLEMENTARY MATERIALS : A Rigorous Theory of Conditional Mean 1 Embeddings ∗ 2

    I. Klebanov, I. Schuster, T. Sullivan

    20200 citations

    Semantic Scholar

    Save

22. Kernel Adaptive Sequential Monte Carlo

    I. Schuster, Heiko Strathmann, Brooks Paige, D. Sejdinovic

    20150 citations

    Semantic Scholar

    Save

23. A Bayesian Model of node interaction in networks

    I. Schuster

    20140 citations

    Semantic Scholar

    Save

24. FIPS : FIRST Intrusion Prevention System

    I. Schuster, Tammo Krueger, Christian Gehl, K. Rieck +1 more

    20100 citations

    Semantic Scholar

    Save

25. Norepinephrine and serotonin metabolism in the central nervous system in relation to the rhythm of sleep and wakefulness

    N. Matussek, I. Schuster

    19660 citations

    Semantic Scholar

    Save