From the 1 of 5 linked papers with an AI index.
5 papers
A Mathematical Framework for Topological Causal Data Analysis
Hugo Gobato Souto, Ioannis Diamantis
The paper proposes a mathematical framework called Topological Causal Data Analysis (TCDA) that integrates topological representations with causal inference, providing identificati…
A Topological Framework for Atmospheric River Interaction Using Framed Braids
Ioannis Diamantis
Atmospheric Rivers (ARs) are filamentary moisture pathways responsible for a large fraction of extreme precipitation and often occur as interacting filament bundles within the same…
The Shape of Data: Topology Meets Analytics. A Practical Introduction to Topological Analytics and the Stability Index (TSI) in Business
Ioannis Diamantis
Modern business and economic datasets often exhibit nonlinear, multi-scale structures that traditional linear tools under-represent. Topological Data Analysis (TDA) offers a geomet…
Topology of Currencies: Persistent Homology for FX Co-movements: A Comparative Clustering Study
Pattravadee de Favereau de Jeneret, Ioannis Diamantis
This study investigates whether Topological Data Analysis (TDA) can provide additional insights beyond traditional statistical methods in clustering currency behaviours. We focus o…
The Shape of Consumer Behavior: A Symbolic and Topological Analysis of Time Series
Pola Bereta, Ioannis Diamantis
Understanding temporal patterns in online search behavior is crucial for real-time marketing and trend forecasting. Google Trends offers a rich proxy for public interest, yet the h…