33 citations · 42 across the 11 of their papers we have counts for
3 papers · 1 filter
Hodge-Decomposition of Brain Networks
D Vijay Anand, D. Vijay Anand, Anass B El-Yaagoubi +2
We analyze brain networks by decomposing them into three orthogonal components: gradient, curl, and harmonic flows, through the Hodge decomposition, a technique advantageous for ca…
Modeling and Simulating Dependence in Networks Using Topological Data Analysis
Anass El Yaagoubi Bourakna, Moo K. Chung, Hernando Ombao
Topological data analysis (TDA) approaches are becoming increasingly popular for studying the dependence patterns in multivariate time series data. In particular, various dependenc…
Topological Data Analysis for Multivariate Time Series Data
Anass El Yaagoubi Bourakna, Moo K. Chung, Hernando Ombao
Over the last two decades, topological data analysis (TDA) has emerged as a very powerful data analytic approach which can deal with various data modalities of varying complexities…