Research graph
References from Predicting competitive outcomes in professional e-sports from 60-second pre-match voice acoustics using machine learning. Local targets link to admitted publications; unresolved targets remain external evidence.
EEG-based engagement monitoring in cognitive games
10.3390/s25072072 · 2025 · External reference
“Optuna: a next-generation hyperparameter optimization framework,”
10.1145/3292500.3330701 · 2019 · External reference
“Cross-validation,”
10.1016/b978-0-12-809633-8.20349-x · 2019 · External reference
A review of depression and suicide risk assessment using speech analysis
10.1016/j.specom.2015.03.004 · 2015 · External reference
pyAudioAnalysis: an open-source python library for audio signal analysis
10.1371/journal.pone.0144610 · 2015 · External reference
Changes in concentration performance and alternating attention after short-term virtual reality training in e-athletes: a pilot study
10.1038/s41598-024-59539-w · 2024 · External reference
Automated assessment of psychiatric disorders using speech: a systematic review
10.1002/lio2.354 · 2020 · External reference
Virtual reality for enhanced ecological validity and experimental control in the clinical, affective and social neurosciences
10.3389/fnhum.2015.00660 · 2015 · External reference
Scikit-learn: machine learning in Python
2011 · External reference
Psychological factors in sport performance
10.2165/00007256-200131120-00004 · 2001 · External reference
10.1145/2939672.2939778
10.1145/2939672.2939778 · 2016 · External reference
Metacognitive modulation of cognitive-emotional dynamics under social-evaluative stress: an integrated behavioural–EEG study
10.3390/app151910678 · 2025 · External reference
When shared cognition leads to closed minds: temporal mental models, team learning, adaptation and performance
10.1016/j.emj.2015.11.006 · 2016 · External reference
Vocal communication of emotion: a review of research paradigms
10.1016/s0167-6393(02)00084-5 · 2003 · External reference
10.1002/9781118706664
10.1002/9781118706664 · 2013 · External reference
Performance breakdown under pressure among esports competitors
10.1037/spy0000337 · 2024 · External reference
Stress measurement using speech: Recent advancements, validation issues, and ethical and privacy considerations
10.1080/10253890.2019.1584180 · 2019 · External reference
Physiological and cognitive functions following a discrete session of competitive esports gaming
10.3389/fpsyg.2020.01030 · 2020 · External reference
Elite pistol shooters: physiological patterning of best vs. worst shots
10.1016/s0167-8760(00)00175-6 · 2001 · External reference
The fundamental frequency of voice as a potential stress biomarker: a systematic review and meta-analysis
10.1002/smi.70112 · 2025 · External reference
Vocal acoustic features as potential biomarkers for identifying/diagnosing depression: a cross-sectional study
10.3389/fpsyt.2022.815678 · 2022 · External reference
