Massive Feature Extraction of NREM Polysomnography Data to Identify Markers of Dream Mentation

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Authors: Vishaal Nair D Sivakumar
Cited by: 0

Abstract

This thesis applies a comprehensive toolbox which includes statistical analyses methods derived from various scientific fields to identify potential novel markers of dreaming. The core component of this thesis consists of a registered report which discovers a preliminary set of promising features. The reliably and generalizability of these features will be examined across multiple datasets in subsequent phases of a broader project.

Fields of Study & Subjects

Sleep and Wakefulness Research EEG and Brain-Computer Interfaces Time Series Analysis and Forecasting

Publication details

Journal / source
Monash University
Publication date
1 January 2026
Document type
Thesis