Comparison of EEG Signal Characteristics Between Polysomnography and Self Applied Somnography Setup in a Pediatric Cohort. - Samu Kainulainen; Henri Korkalainen; Sigríður Sigurðardóttir; Sami Myllymaa; Marta Serwatko; Sigurveig Þóra Sigurardóttir; Michael Clausen; Timo Leppänen; Erna Sif Arnardóttir (IEEE Access, 2021)

Technical Performance of Textile-Based Dry Forehead Electrodes Compared With Medical-Grade Overnight Home Sleep Recordings. - Matias Rusanen; Samu Kainulainen; Henri Korkalainen; Laura Kalevo; Katja Myllymaa; Timo Leppänen; Juha Töyräs; Erna Sif Arnardóttir; Sami Myllymaa (IEEE Access, 2021)

Towards a Digital Sleep Diary Standard. - Lisa Schmitz; Bjarki Freyr Sveinbjarnarson; Guðni Nathan Gunnarsson; Ólafur Andri Davíðsson; Þór Breki Davíðsson; Erna Sif Arnardóttir; María Óskarsdóttir; Anna Sigríður Islind (AMCIS, 2022)

Toward Sleep Study Automation: Detection Evaluation of Respiratory-Related Events. - Michal Borsky; Marta Serwatko; Erna Sif Arnardóttir; Jacky Mallett (IEEE J. Biomed. Health Informatics, 2022)

Towards a Deeper Understanding of Sleep Stages through their Representation in the Latent Space of Variational Autoencoders. - Luka Biedebach; Matias Rusanen; Timo Leppänen; Anna Sigridur Islind; Benedikt Thordarson; Erna Sif Arnardóttir; Maria Óskarsdóttir; Henri Korkalainen; Sami Nikkonen; Samu Kainulainen; Juha Töyräs; Sami Myllymaa (HICSS, 2023)

Exploration of Sleep Events in the Latent Space of Variational Autoencoders on a Breath-by-Breath Basis. - Benedikt Thordarson; Anna Sigridur Islind; Erna Sif Arnardóttir; Maria Óskarsdóttir (HICSS, 2023)

Two Sides of the Same Pillow: Unfolding the Relationship between Objective and Subjective Sleep Quality with Unsupervised Learning. - Luka Biedebach; María Óskarsdóttir; Erna Sif Arnardóttir; Anna Sigríður Islind (ICIS, 2023)

aSAGA: Automatic Sleep Analysis with Gray Areas. - Matias Rusanen; Gabriel Jouan; Riku Huttunen; Sami Nikkonen; Sigríður Sigurðardóttir; Juha Töyräs; Brett Duce; Sami Myllymaa; Erna Sif Arnardóttir; Timo Leppänen; Anna Sigridur Islind; Samu Kainulainen; et al. (CoRR, 2023)

Generalizable Deep Learning-Based Sleep Staging Approach for Ambulatory Textile Electrode Headband Recordings. - Matias Rusanen; Riku Huttunen; Henri Korkalainen; Sami Myllymaa; Juha Töyräs; Katja Myllymaa; Sigríður Sigurðardóttir; Kristin A. Olafsdottir; Timo Leppänen; Erna Sif Arnardóttir; Samu Kainulainen (IEEE J. Biomed. Health Informatics, 2023)

A Comparison of Signal Combinations for Deep Learning-Based Simultaneous Sleep Staging and Respiratory Event Detection. - Riku Huttunen; Timo Leppänen; Brett Duce; Erna Sif Arnardóttir; Sami Nikkonen; Sami Myllymaa; Juha Töyräs; Henri Korkalainen (IEEE Trans. Biomed. Eng., 2023)

Human-AI Collaboration: From Explainable AI to Co-Creating Meaning. - Emil Hardarson; Frida Ivarsson; Anna Sigríður Islind; Erna Sif Arnardóttir; María Óskarsdóttir (ACIS, 2024)

An Optimized Framework for Processing Large-scale Polysomnographic Data Incorporating Expert Human Oversight. - Benedikt Holm; Gabriel Jouan; Emil Hardarson; Sigríður Sigurðardóttir; Kenan Hoelke; Conor Murphy; Erna Sif Arnardóttir; María Óskarsdóttir; Anna Sigríður Islind (CoRR, 2024)

An algorithmic approach to identification of gray areas: Analysis of sleep scoring expert ensemble non agreement areas using a multinomial mixture model. - Gabriel Jouan; Erna Sif Arnardóttir; Anna Sigridur Islind; María Óskarsdóttir (Eur. J. Oper. Res., 2024)

An optimized framework for processing multicentric polysomnographic data incorporating expert human oversight. - Benedikt Holm; Gabriel Jouan; Emil Hardarson; Sigríður Sigurðardóttir; Kenan Hoelke; Conor Murphy; Erna Sif Arnardóttir; María Óskarsdóttir; Anna Sigríður Islind (Frontiers Neuroinformatics, 2024)

Anomaly detection in sleep: detecting mouth breathing in children. - Luka Biedebach; María Óskarsdóttir; Erna Sif Arnardóttir; Sigríður Sigurðardóttir; Michael Clausen; Sigurveig Þóra Sigurardóttir; Marta Serwatko; Anna Sigridur Islind (Data Min. Knowl. Discov., 2024)

VALID Care Pathways: A Framework for Meaningful Digital Platform Design. - Lisa Schmitz; Elena Richert; Kamilla Rún Jóhannsdóttir; Erna Sif Arnardóttir; Anna Sigridur Islind (Commun. Assoc. Inf. Syst., 2025)

Time-frequency ridge characterisation of sleep stage transitions: Towards improving electroencephalogram annotations using an advanced visualisation technique. - Christopher McCausland; Pardis Biglarbeigi; Raymond R. Bond; Golnaz Yadollahikhales; Alan Kennedy; Anna Sigridur Islind; Erna Sif Arnardóttir; Dewar D. Finlay (Expert Syst. Appl., 2025)

World of ScoreCraft: Novel Multi Scorer Experiment on the Impact of a Decision Support System in Sleep Staging. - Benedikt Holm; Arnar Óskarsson; Björn Elvar Þorleifsson; Hörður Þór Hafsteinsson; Sigríður Sigurðardóttir; Heiður Grétarsdóttir; Kenan Hoelke; Gabriel Marc Marie Jouan; Thomas Penzel; Erna Sif Arnardóttir; María Óskarsdóttir (CoRR, 2025)