6 citations · 8 across the 4 of their papers we have counts for
4 papers
Causality in cardiorespiratory signals in pediatric cardiac patients
Maciej Rosoł, Jakub S. Gąsior, Iwona Walecka +3
Four different Granger causality-based methods - one linear and three nonlinear (Granger Causality, Kernel Granger Causality, large-scale Nonlinear Granger Causality, and Neural Ne…
Comparing sleep studies in terms of the Apnea-Hypopnea Index using dedicated Shiny web application
Marcel Młyńczak, Tulio A. Valdez, Wojciech Kukwa
The Apnea-Hypopnea Index (AHI) is one of the most-used parameters from the sleep study that allows assessing both the severity of obstructive sleep apnea and the reliability of new…
Temporal orders and causal vector for physiological data analysis
Marcel Młyńczak
In addition to the global parameter- and time-series-based approaches, physiological analyses should constitute a local temporal one, particularly when analyzing data within protoc…
Data-driven causal path discovery without prior knowledge - a benchmark study
Marcel Młyńczak
Causal discovery broadens the inference possibilities, as correlation does not inform about the relationship direction. The common approaches were proposed for cases in which prior…