Attractor and integrator networks in the brain

M Khona, IR Fiete - Nature Reviews Neuroscience, 2022 - nature.com
In this Review, we describe the singular success of attractor neural network models in
describing how the brain maintains persistent activity states for working memory, corrects …

[HTML][HTML] Networks beyond pairwise interactions: Structure and dynamics

F Battiston, G Cencetti, I Iacopini, V Latora, M Lucas… - Physics reports, 2020 - Elsevier
The complexity of many biological, social and technological systems stems from the richness
of the interactions among their units. Over the past decades, a variety of complex systems …

Omicron variant (B. 1.1. 529): infectivity, vaccine breakthrough, and antibody resistance

J Chen, R Wang, NB Gilby, GW Wei - Journal of chemical …, 2022 - ACS Publications
The latest severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variant Omicron
(B. 1.1. 529) has ushered panic responses around the world due to its contagious and …

Omicron BA. 2 (B. 1.1. 529.2): high potential for becoming the next dominant variant

J Chen, GW Wei - The journal of physical chemistry letters, 2022 - ACS Publications
The Omicron variant has three subvariants: BA. 1 (B. 1.1. 529.1), BA. 2 (B. 1.1. 529.2), and
BA. 3 (B. 1.1. 529.3). BA. 2 is found to be able to alarmingly reinfect patients originally …

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 …

A survey of topological machine learning methods

F Hensel, M Moor, B Rieck - Frontiers in Artificial Intelligence, 2021 - frontiersin.org
The last decade saw an enormous boost in the field of computational topology: methods and
concepts from algebraic and differential topology, formerly confined to the realm of pure …

Ripser: efficient computation of Vietoris–Rips persistence barcodes

U Bauer - Journal of Applied and Computational Topology, 2021 - Springer
We present an algorithm for the computation of Vietoris–Rips persistence barcodes and
describe its implementation in the software Ripser. The method relies on implicit …

[HTML][HTML] An introduction to topological data analysis: fundamental and practical aspects for data scientists

F Chazal, B Michel - Frontiers in artificial intelligence, 2021 - frontiersin.org
Topological Data Analysis (TDA) is a recent and fast growing field providing a set of new
topological and geometric tools to infer relevant features for possibly complex data. This …

Accelerated hierarchical density based clustering

L McInnes, J Healy - 2017 IEEE international conference on …, 2017 - ieeexplore.ieee.org
We present an accelerated algorithm for hierarchical density based clustering. Our new
algorithm improves upon HDBSCAN*, which itself provided a significant qualitative …

Higher-order organization of multivariate time series

A Santoro, F Battiston, G Petri, E Amico - Nature Physics, 2023 - nature.com
Time series analysis has proven to be a powerful method to characterize several
phenomena in biology, neuroscience and economics, and to understand some of their …