User profiles for M. T. Schaub
Michael T. SchaubRWTH Aachen University Verified email at mit.edu Cited by 4460 |
What are higher-order networks?
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 …
become an essential topic across a range of different disciplines. Arguably, this graph-based …
SC3: consensus clustering of single-cell RNA-seq data
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 …
transcriptome profiles. We present single-cell consensus clustering (SC3), a user-friendly …
Simplicial closure and higher-order link prediction
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 …
pairwise interactions. But much of the structure within these systems involves interactions that …
Random walks on simplicial complexes and the normalized Hodge 1-Laplacian
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 …
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
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 …
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
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 …
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
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 …
higher-order networks. Drawing analogies from discrete and graph signal processing, we …
[HTML][HTML] Graph partitions and cluster synchronization in networks of oscillators
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-…
the oscillators. When the coupling presents certain regularities, the dynamics can be coarse-…
[HTML][HTML] Mapping the cardiac vascular niche in heart failure
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 …
during disease, but we lack a complete understanding of its cellular heterogeneity and …
Consensus dynamics on temporal hypergraphs
We investigate consensus dynamics on temporal hypergraphs that encode network systems
with time-dependent, multiway interactions. We compare these consensus processes with …
with time-dependent, multiway interactions. We compare these consensus processes with …