Machine Learning · Health Data Marirena Bafaloukou
Selected Output

Published and presented research.

This page collects my publications and conference presentations in interpretable machine learning, remote monitoring, and translational neuroscience, including work published in The Lancet eClinicalMedicine.

Journal Article · February 2025

An interpretable machine learning tool for in-home monitoring of agitation episodes in people living with dementia: a proof-of-concept study

The Lancet eClinicalMedicine, volume 80 · Elsevier BV

Bafaloukou M, Schalkamp A-K, Fletcher-Lloyd N, et al.

Related demo: Agitation Monitoring tool

Open DOI
Journal Article · December 2024

Identifying diverse agitation profiles in dementia: Insights from longitudinal in-home monitoring data

Alzheimer's & Dementia, 20(S8) · Wiley

Bafaloukou M, Schalkamp A, Sandor C, et al.

Open DOI
Preprint · August 2024

An Interpretable Machine Learning Tool for In-Home Screening of Agitation Episodes in People Living with Dementia

openRxiv

Bafaloukou M, Schalkamp A-K, Fletcher-Lloyd N, et al.

Open DOI
Conference Presentations

Posters and scientific meetings.

2024

AAIC 2024

Poster presentation on diverse agitation profiles in dementia using longitudinal in-home monitoring data.

2024

Connectome 2024

Poster presentation on interpretable machine learning for in-home screening of agitation episodes in dementia.

2023

Connectome 2023

Poster presentation on an explainable machine learning approach leveraging sleep patterns and ambient light exposure.