Information-Based Complexity: Beyond the Standard Settings
Information-Based Complexity: Beyond the Standard Settings
Disciplines
Mathematics (100%)
Keywords
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Information-Based Complexity,
Approximation Theory,
Multivariate Problems,
Reproducing Kernel Banach Spaces,
Tractability,
Infinite-variate Problems
The topic of the project is in the field of Information-Based Complexity (IBC), which is a sub-field of mathematics concerned with the following questions: if a mathematical problem depends on a large number of variables, how much information about the problem is required to solve it approximately, but not exceeding a certain error threshold? How does the amount of required information change if the number of variables and/or the error threshold change? To quantify the dependence of a problem on the number of variables and the error threshold, this can be done by using a concept called tractability, and studying the tractability of various computational problems is among the core questions of IBC. Various notions of tractability, quantifying the dependence on the number of variables and the threshold, exist in the literature. This project is devoted to the study of IBC, and, in particular tractability, in frameworks that have so far not been studied extensively. Doing so, we hope to push the boundaries of the research field further, and to make make the theory more useful for applications. To give an example, we plan to consider problems where we allow the number of variables to be unbounded, which is an additional challenge in comparison to the standard settings. This and all other problems that shall be dealt with in the course of the project are motivated by recent publications of experts in the field of IBC. The primary researchers involved in this project are Peter Kritzer (Austrian Academy of Sciences), and Aicke Hinrichs (Johannes Kepler University Linz). Furthermore, a PostDoc and a PhD student shall be funded by the project.
- Adrian Ebert, national collaboration partner
- Philipp Grohs, Universität Wien , national collaboration partner
- Joscha Prochno, Universität Passau , national collaboration partner
- Mario Ullrich, Universität Linz , national collaboration partner
- Sergei V. Pereverzyev, Österreichische Akademie der Wissenschaften , national collaboration partner
- Christoph Aistleitner, Technische Universität Graz , national collaboration partner
- Gerhard Larcher, national collaboration partner
- David Krieg, national collaboration partner
- Friedrich Pillichshammer, Universität Linz , national collaboration partner
Research Output
- 31 Citations
- 22 Publications
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2025
Title Function recovery on manifolds using scattered data DOI 10.1016/j.jat.2024.106098 Type Journal Article Author Krieg D Journal Journal of Approximation Theory Pages 106098 Link Publication -
2025
Title Pricing of geometric Asian options in the Volterra-Heston model DOI 10.1007/s11147-025-09211-w Type Journal Article Author Aichinger F Journal Review of Derivatives Research Pages 5 Link Publication -
2025
Title Automatic optimal-rate convergence of randomized nets using median-of-means DOI 10.1090/mcom/4093 Type Journal Article Author Pan Z Journal Mathematics of Computation Pages 1415-1446 -
2025
Title Quasi–Monte Carlo Integration for Feedback Control Under Uncertainty DOI 10.1137/24m1695531 Type Journal Article Author Guth P Journal SIAM/ASA Journal on Uncertainty Quantification Pages 1228-1264 Link Publication -
2022
Title Countable tensor products of Hermite spaces and spaces of Gaussian kernels DOI 10.1016/j.jco.2022.101654 Type Journal Article Author Gnewuch M Journal Journal of Complexity Pages 101654 Link Publication -
2022
Title Tractability of Approximation in the Weighted Korobov Space in the Worst-Case Setting DOI 10.1007/978-3-031-10193-9_7 Type Book Chapter Author Ebert A Publisher Springer Nature Pages 131-150 -
2024
Title Homogeneous algorithms and solvable problems on cones DOI 10.1016/j.jco.2024.101840 Type Journal Article Author Krieg D Journal Journal of Complexity Pages 101840 Link Publication -
2021
Title Countable Tensor Products of Hermite Spaces and Spaces of Gaussian Kernels DOI 10.48550/arxiv.2110.05778 Type Preprint Author Gnewuch M -
2023
Title On homomorphic encryption using abelian groups: Classical security analysis DOI 10.48550/arxiv.2302.12867 Type Preprint Author Agathocleous E -
2023
Title The fast reduced QMC matrix-vector product DOI 10.48550/arxiv.2305.11645 Type Preprint Author Dick J -
2023
Title Random sections of l p -ellipsoids, optimal recovery and Gelfand numbers of diagonal operators DOI 10.1016/j.jat.2023.105919 Type Journal Article Author Hinrichs A Journal Journal of Approximation Theory Pages 105919 Link Publication -
2024
Title Computable error bounds for quasi-Monte Carlo using points with non-negative local discrepancy DOI 10.48550/arxiv.2309.04209 Type Preprint Author Gnewuch M -
2024
Title A Comparative Study of Factor Models for Different Periods of the Electricity Spot Price Market DOI 10.48550/arxiv.2306.07731 Type Preprint Author Laudagé C -
2024
Title Function recovery on manifolds using scattered data DOI 10.48550/arxiv.2109.04106 Type Preprint Author Krieg D -
2024
Title The fast reduced QMC matrix–vector product DOI 10.1016/j.cam.2023.115642 Type Journal Article Author Dick J Journal Journal of Computational and Applied Mathematics Pages 115642 -
2024
Title A unified treatment of tractability for approximation problems defined on Hilbert spaces DOI 10.48550/arxiv.2310.17777 Type Preprint Author Emenike O -
2024
Title A unified treatment of tractability for approximation problems defined on Hilbert spaces DOI 10.1016/j.jco.2024.101856 Type Journal Article Author Emenike O Journal Journal of Complexity Pages 101856 Link Publication -
2024
Title On Homomorphic Encryption Using Abelian Groups: Classical Security Analysis DOI 10.1007/978-3-031-52163-8_1 Type Book Chapter Author Agathocleous E Publisher Springer Nature Pages 1-27 -
2024
Title A comparative study of factor models for different periods of the electricity spot price market DOI 10.1016/j.jcomm.2024.100435 Type Journal Article Author Laudagé C Journal Journal of Commodity Markets Pages 100435 Link Publication -
2024
Title Computable error bounds for quasi-Monte Carlo using points with non-negative local discrepancy DOI 10.1093/imaiai/iaae021 Type Journal Article Author Gnewuch M Journal Information and Inference: A Journal of the IMA Link Publication -
2024
Title Selected aspects of tractability analysis DOI 10.1016/j.jco.2024.101869 Type Journal Article Author Kritzer P Journal Journal of Complexity Pages 101869 Link Publication -
2023
Title A note on the CBC-DBD construction of lattice rules with general positive weights DOI 10.1016/j.jco.2022.101721 Type Journal Article Author Kritzer P Journal Journal of Complexity Pages 101721 Link Publication