Dr. Sebastian Krämer

Institut für Geometrie und Praktische Mathematik
RWTH Aachen
Templergraben 55
52056 Aachen
Germany

research group:
Prof. Lars Grasedyck
office:
Hauptgebäude 104.2
phone:
+49 241 80-94875
email:
kraemer@igpm.rwth-aachen.de



Preprints

[2] Asymptotic log-det sum-of-ranks minimization via tensor (alternating) iteratively reweighted least squares.
S. Krämer, arXiv:2106.15201 (2021)
[arXiv]
[1] Asymptotic log-det rank minimization via (alternating) iteratively reweighted least squares.
S. Krämer, arXiv:2106.14644 (2021) | submitted to SIAM Journal on Optimization (SIOPT)
[arXiv]

Publications

[3] A geometric description of feasible singular values in the tensor train format.
S. Krämer, SIAM Journal on Matrix Analysis and Applications, 40, pp. 1153-1178 (2019)
[epubs.siam]
[2] Stable ALS approximation in the TT-format for rank-adaptive tensor completion.
L. Grasedyck and S. Krämer, Numer. Math. 143, 855–904 (2019)
[springer link]
[1] Variants of alternating least squares tensor completion in the tensor train format.
L. Grasedyck, M. Kluge, and S. Krämer, SIAM Journal on Scientific Computing 37, pp. A2424-A2450 (2015)
[epubs.siam]

PhD Thesis

Tree tensor networks, associated singular values and high-dimensional approximation.
S. Krämer, RWTH Aachen University (2020)
[publications.rwth-aachen]

Repositories

paths network (A)IRLS Library
Matlab implementations of (alternating) IRLS algorithms for affine vector cardinality, matrix rank and tensor sum-of-rank minimization.
[Git Repository]
button plot Button Plot
Custom plot function that iteratively combines clusters of visually intersecting disks in a scatter plot avoiding quadratic complexity.
[Mathworks File Exchange]
tensor node network Tensor Node Toolbox (beta version)
Toolbox for labeled, automatized tensor network arithmetic.
[Git Repository] [Live Script Walkthrough]
hive TT Feasibility Mini-Toolbox
Mini-toolbox for "A Geometrical Description of Feasible Singular Values in the Tensor Train Format"
[Git Repository] [Live Script Walkthrough]
g2s3 G2S3 (2017) Updated Course Material: Low Rank Tensor Formats
Updated exercises for the 2017 Gen Golub Summer School on Data Sparse Approximations and Algorithms for the course Low Rank Tensor Formats.
[Git Repository]
sing spec SALSA Implementation
Implementation of SALSA for "Stable ALS Approximation in the TT-Format for Rank-Adaptive Tensor Completion"
[Git Repository] [Singular Value Plot]

Teaching Activities

[SS21] Numerische Mathematik II (for mathematicians), two times substitutional lecturer, assistant
[WS1920 / WS2021] Numerische Mathematik I (for mathematicians), assistant
[WS1819 / SS19 / SS20] Mathematik I/II (for civil engineers), assistant
[SS18] Begleitpraktikum II (for mathematicians), assistant
[2017] Gene Golub Summer School on Data Sparse Approximations and Algorithms (SIAM), assistant and creator of course material
[WS1617 / WS1718] Numerische Mathematik IV (for mathematicians), assistant
[SS17] Numerische Mathematik (for electrical engineers), assistant
[SS16] Seminar "Aktuelle Themen der Numerik" (for mathematicians) / Numerische Multilineare Algebra (for mathematicians), assistant
[WS1415 / SS15 / WS1516] Numerische Mathematik I-III (for mathematicians), assistant
[Several years during studies] Begleitpraktikum I / II (for mathematicians), student assistant / examiner

Other

[since 2015] Review activity for SIAM