User profiles for M. T. Schaub

Michael T. Schaub

RWTH Aachen University
Verified email at mit.edu
Cited by 4460

What are higher-order networks?

C Bick, E Gross, HA Harrington, MT Schaub - SIAM Review, 2023 - SIAM
Network-based modeling of complex systems and data using the language of graphs has
become an essential topic across a range of different disciplines. Arguably, this graph-based …

SC3: consensus clustering of single-cell RNA-seq data

VY Kiselev, K Kirschner, MT Schaub, T Andrews… - Nature …, 2017 - nature.com
Single-cell RNA-seq enables the quantitative characterization of cell types based on global
transcriptome profiles. We present single-cell consensus clustering (SC3), a user-friendly …

Simplicial closure and higher-order link prediction

AR Benson, R Abebe, MT Schaub… - Proceedings of the …, 2018 - National Acad Sciences
Networks provide a powerful formalism for modeling complex systems by using a model of
pairwise interactions. But much of the structure within these systems involves interactions that …

Random walks on simplicial complexes and the normalized Hodge 1-Laplacian

MT Schaub, AR Benson, P Horn, G Lippner… - SIAM Review, 2020 - SIAM
Using graphs to model pairwise relationships between entities is a ubiquitous framework for
studying complex systems and data. Simplicial complexes extend this dyadic model of …

[HTML][HTML] Markov dynamics as a zooming lens for multiscale community detection: non clique-like communities and the field-of-view limit

MT Schaub, JC Delvenne, SN Yaliraki, M Barahona - PloS one, 2012 - journals.plos.org
In recent years, there has been a surge of interest in community detection algorithms for
complex networks. A variety of computational heuristics, some with a long history, have been …

[HTML][HTML] The many facets of community detection in complex networks

MT Schaub, JC Delvenne, M Rosvall… - Applied network …, 2017 - Springer
Community detection, the decomposition of a graph into essential building blocks, has been
a core research topic in network science over the past years. Since a precise notion of what …

[HTML][HTML] Signal processing on higher-order networks: Livin'on the edge... and beyond

MT Schaub, Y Zhu, JB Seby, TM Roddenberry… - Signal Processing, 2021 - Elsevier
In this tutorial, we provide a didactic treatment of the emerging topic of signal processing on
higher-order networks. Drawing analogies from discrete and graph signal processing, we …

[HTML][HTML] Graph partitions and cluster synchronization in networks of oscillators

MT Schaub, N O'Clery, YN Billeh… - … Journal of Nonlinear …, 2016 - pubs.aip.org
Synchronization over networks depends strongly on the structure of the coupling between
the oscillators. When the coupling presents certain regularities, the dynamics can be coarse-…

[HTML][HTML] Mapping the cardiac vascular niche in heart failure

…, J Moellmann, M Lehrke, C Stoppe, MT Schaub… - Nature …, 2022 - nature.com
The cardiac vascular and perivascular niche are of major importance in homeostasis and
during disease, but we lack a complete understanding of its cellular heterogeneity and …

Consensus dynamics on temporal hypergraphs

L Neuhäuser, R Lambiotte, MT Schaub - Physical Review E, 2021 - APS
We investigate consensus dynamics on temporal hypergraphs that encode network systems
with time-dependent, multiway interactions. We compare these consensus processes with …