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Mathematisches Institut für Maschinelles Lernen und Data Science (MIDS)

Fakultät/Fachbereich:Mathematisch-Geographische Fakultät > Mathematik > Mathematisches Institut für Maschinelles Lernen und Data Science (MIDS)
Wiss. Mitarbeiter/in:Jahn, Thomas
Wiss. Mitarbeiter/in:Matt, Dr. Hannes
Wiss. Mitarbeiter/in:Schulz, Dr. Raphael
Mitarbeiter/in:Janjić, Prof. Dr. Tijana
Mitarbeiter/in:Oliver, Prof. Dr. Marcel
Mitarbeiter/in:Pfander, Prof. Dr. Götz E.
Mitarbeiter/in:Ray, Prof. Dr. Nadja
Mitarbeiter/in:Setzer, Prof. Dr. Thomas
Mitarbeiter/in:Stöger, Jun.-Prof. Dr. Dominik
Mitarbeiter/in:Voigtlaender, Prof. Dr. Felix
Adresse:Postadresse:
Katholische Universität Eichstätt-Ingolstadt
Auf der Schanz 49
85049 Ingolstadt

Besucheradresse:
Hohe-Schul-Straße 5
85049 Ingolstadt
Kontakt-E-Mail:caroline.seibert@ku.de
Volltext
Blanc, Sebastian M. ; Setzer, Thomas:
Bias–Variance Trade-Off and Shrinkage of Weights in Forecast Combination.
In: Management science. 66 (2020) 12. - S. 5720-5737.
ISSN 0025-1909 ; 1526-5501
10.1287/mnsc.2019.3476
(Peer-Review-Journal)
Volltext
Petersen, Philipp ; Voigtlaender, Felix:
Optimal approximation of piecewise smooth functions using deep ReLU neural networks.
In: Neural networks. 108 (Dezember 2018). - S. 296-330.
ISSN 1879-2782 ; 0893-6080
10.1016/j.neunet.2018.08.019
(Peer-Review-Journal)
Open Access
Volltext
Janjić, Tijana ; Ruckstuhl, Yvonne ; Toint, Philippe L.:
A data assimilation algorithm for predicting rain.
In: Quarterly journal of the Royal Meteorological Society. 147 (2021) 736. - S. 1949-1963.
ISSN 1477-870x ; 0035-9009
10.1002/qj.4004
(Peer-Review-Journal)
Open Access
Volltext
Krahmer, Felix ; Stöger, Dominik:
On the convex geometry of blind deconvolution and matrix completion.
In: Communications on pure and applied mathematics. 74 (2020) 4. - S. 790-832.
ISSN 0010-3640 ; 1097-0312
10.1002/cpa.21957
(Peer-Review-Journal)
Volltext
Lee, Dae Gwan ; Pfander, Götz E. ; Pohl, Volker ; Zhou, Weiqi:
Identification of channels with single and multiple inputs and outputs under linear constraints.
In: Linear algebra and its applications. 581 (2019). - S. 435-470.
ISSN 0024-3795
10.1016/j.laa.2019.07.025
(Peer-Review-Journal)
Haubner, Nicolas ; Setzer, Thomas:
Hybrid Recommender Systems for Next Purchase Prediction Based on Optimal Combination Weights.
2021
Veranstaltung: 16th International Conference on Wirtschaftsinformatik, 09.03. - 11.03.2021, Essen, Deutschland.
(Veranstaltungsbeitrag: Kongress/Konferenz/Symposium/Tagung, Paper)
Open Access
Volltext
Romero, José Luis ; Van Velthoven, Jordy Timo ; Voigtlaender, Felix:
On dual molecules and convolution-dominated operators.
In: Journal of functional analysis. 280 (2021) 10: 108963.
ISSN 0022-1236 ; 1096-0783
10.1016/j.jfa.2021.108963
(Peer-Review-Journal)
Open Access
Volltext
Feng, Yuxuan ; Janjić, Tijana ; Zeng, Yuefei ; Seifert, Axel ; Min, Jinzhong:
Representing Microphysical Uncertainty in Convective-scale Data Assimilation using Additive Noise.
In: Journal of advances in modeling earth systems. 13 (2021) 10: e2021MS002606. - 21 S.
ISSN 1942-2466
10.1029/2021MS002606
(Peer-Review-Journal)
Volltext
Jung, Peter ; Krahmer, Felix ; Stöger, Dominik:
Blind demixing and deconvolution at near-optimal rate.
In: IEEE transactions on information theory. 64 (2018) 2. - S. 704-727.
ISSN 0018-9448 ; 1557-9654
10.1109/TIT.2017.2784481
(Peer-Review-Journal)
Volltext
Caragea, Andrei ; Lee, Dae Gwan ; Pfander, Götz E. ; Philipp, Friedrich:
A Balian-Low theorem for subspaces.
In: The journal of Fourier analysis and applications. 25 (2019) 4. - S. 1673-1694.
ISSN 1069-5869 ; 1531-5851
10.1007/s00041-018-9634-2
(Peer-Review-Journal)
Open Access
Volltext
Haubner, Nicolas ; Setzer, Thomas:
Applying Optimal Weight Combination in Hybrid Recommender Systems.
In: 53rd Hawaii International Conference on System Sciences, HICSS 2020, Maui, Hawaii, USA, January 7-10, 2020. - Hawaii, USA, 2020. - S. 1552-1561
ISBN 978-0-9981331-3-3
10.24251/HICSS.2020.191
Open Access
Volltext
Petersen, Philipp ; Raslan, Mones ; Voigtlaender, Felix:
Topological properties of the set of functions generated by neural networks of fixed size.
In: Foundations of computational mathematics. 21 (2021). - S. 375-444.
ISSN 1615-3375 ; 1615-3383
10.1007/s10208-020-09461-0
(Peer-Review-Journal)
Open Access
Volltext
Gustafsson, Nils ; Janjić, Tijana ; Schraff, Christoph ; Leuenberger, Daniel ; Weissmann, Martin ; Reich, Hendrik ; Brousseau, Pierre ; Montmerle, Thibaut ; Wattrelot, Eric ; Bučánek, Antonín ; Mile, Máté ; Hamdi, Rafiq ; Lindskog, Magnus ; Barkmeijer, Jan ; Dahlbom, Mats ; Macpherson, Bruce ; Ballard, Sue ; Inverarity, Gordon ; Carley, Jacob ; Curtis, Alexander ; Dowell, David ; Liu, Shun ; Ikuta, Yasutaka ; Fujita, Tadashi:
Survey of data assimilation methods for convective-scale numerical weather prediction at operational centres.
In: Quarterly journal of the Royal Meteorological Society. 144 (2018) 713. - S. 1218-1256.
ISSN 1477-870x ; 0035-9009
10.1002/qj.3179
(Peer-Review-Journal)
Open Access
Volltext
Stöger, Dominik ; Soltanolkotabi, Mahdi:
Small random initialization is akin to spectral learning : Optimization and generalization guarantees for overparameterized low-rank matrix reconstruction.
In: Advances in Neural Information Processing Systems 34 (NeurIPS 2021). - 2021
(Begutachteter Beitrag / peer-reviewed paper)
Open Access
Volltext
Pfander, Götz E. ; Salanevich, Palina:
Robust Phase Retrieval Algorithm for Time-Frequency Structured Measurements.
In: SIAM journal on imaging sciences. 12 (2019) 2. - S. 736-761.
ISSN 1936-4954
10.1137/18M1205522
(Peer-Review-Journal)
Volltext
Schoch, Jennifer ; Gaerttner, Johannes ; Schuller, Alexander ; Setzer, Thomas:
Enhancing electric vehicle sustainability through battery life optimal charging.
In: Transportation research. Part B, Methodological. 112 (2018). - S. 1-18.
ISSN 0191-2615
10.1016/j.trb.2018.03.016
(Peer-Review-Journal)
Open Access
Volltext
Gribonval, Rémi ; Kutyniok, Gitta ; Nielsen, Morten ; Voigtlaender, Felix:
Approximation Spaces of Deep Neural Networks.
In: Constructive approximation. 55 (2022). - S. 259-367.
ISSN 0176-4276 ; 1432-0940
10.1007/s00365-021-09543-4
(Peer-Review-Journal)
Open Access
Volltext
Janjić, Tijana ; Bormann, N. ; Bocquet, Marc ; Carton, J. A. ; Cohn, Stephen E. ; Dance, Sarah L. ; Losa, Svetlana N. ; Nichols, Nancy K. ; Potthast, Roland ; Waller, Joanne A. ; Weston, P.:
On the representation error in data assimilation.
In: Quarterly journal of the Royal Meteorological Society. 144 (2018) 713. - S. 1257-1278.
ISSN 1477-870x ; 0035-9009
10.1002/qj.3130
(Peer-Review-Journal)
Open Access
Volltext
Kümmerle, Christian ; Mayrink Verdun, Claudio ; Stöger, Dominik:
Iteratively Reweighted Least Squares for Basis Pursuit with Global Linear Convergence Rate.
In: Advances in Neural Information Processing Systems 34 (NeurIPS 2021). - 2021
(Begutachteter Beitrag / peer-reviewed paper)
Open Access
Volltext
Walk, Philipp ; Jung, Peter ; Pfander, Götz E.:
On the stability of sparse convolutions.
In: Applied and computational harmonic analysis. 42 (Januar 2017) 1. - S. 117-134.
ISSN 1063-5203 ; 1096-603x
10.1016/j.acha.2015.08.002
(Peer-Review-Journal)
Volltext
Shapoval, Katerina ; Setzer, Thomas:
Next-Purchase Prediction Using Projections of Discounted Purchasing Sequences.
In: Business & information systems engineering. 60 (2017) 2. - S. 151-166.
ISSN 2363-7005 ; 1867-0202
10.1007/s12599-017-0485-1
(Peer-Review-Journal)
Open Access
Volltext
Bytchenkoff, Dimitri ; Voigtlaender, Felix:
Design and properties of wave packet smoothness spaces.
In: Journal de mathématiques pures et appliquées. 133 (2020). - S. 185-262.
ISSN 0021-7824
10.1016/j.matpur.2019.05.006
(Peer-Review-Journal)
Volltext
Zeng, Yuefei ; Janjić, Tijana ; Ruckstuhl, Yvonne ; Verlaan, Martin:
Ensemble-type Kalman filter algorithm conserving mass, total energy and enstrophy.
In: Quarterly journal of the Royal Meteorological Society. 143 (2017) 708. - S. 2902-2914.
ISSN 1477-870x ; 0035-9009
10.1002/qj.3142
(Peer-Review-Journal)
Open Access
Volltext
Krahmer, Felix ; Stöger, Dominik:
Complex phase retrieval from subgaussian measurements.
In: The journal of Fourier analysis and applications. 26 (20. November 2020) 6: 89. - 27 S.
ISSN 1069-5869 ; 1531-5851
10.1007/s00041-020-09797-9
(Peer-Review-Journal)

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Eingestellt am: 16. Feb 2023 14:57
Letzte Änderung: 17. Nov 2023 09:18
URL zu dieser Anzeige: https://fordoc.ku.de/id/eprint/3309/
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