3 papers
eess.SP2022
ProductGraphSleepNet: Sleep Staging using Product Spatio-Temporal Graph Learning with Attentive Temporal Aggregation
Aref Einizade, Samaneh Nasiri, Sepideh Hajipour Sardouie +1
The classification of sleep stages plays a crucial role in understanding and diagnosing sleep pathophysiology. Sleep stage scoring relies heavily on visual inspection by an expert…
cs.LG2022
Estimation of a Causal Directed Acyclic Graph Process using Non-Gaussianity
Aref Einizade, Sepideh Hajipour Sardouie
Numerous approaches have been proposed to discover causal dependencies in machine learning and data mining; among them, the state-of-the-art VAR-LiNGAM (short for Vector Auto-Regre…
cs.LG2022
Learning Product Graphs from Spectral Templates
Aref Einizade, Sepideh Hajipour Sardouie
Graph Learning (GL) is at the core of inference and analysis of connections in data mining and machine learning (ML). By observing a dataset of graph signals, and considering speci…