Trying to outrun causality with machine learning: Limitations of model explainability techniques for exploratory research.

Autor: Vowels MJ; Sense Innovation and Research Center.

Publikováno v: Psychological methods [Psychol Methods] 2024 Sep 09. Date of Electronic Publication: 2024 Sep 09.

Toward a causal link between attachment styles and mental health during the COVID-19 pandemic.

Autor: Vowels LM; Department of Social and Political Sciences, FAmily and DevelOpment Research Centre (FADO), Institute of Psychology, University of Lausanne, Lausanne, Switzerland., Vowels MJ; Department of Social and Political Sciences, Cognitive and Affective Regulation Laboratory (CARLA), Institute of Psychology, University of Lausanne, Lausanne, Switzerland., Carnelley KB; School of Psychology, University of Southampton, Southampton, UK., Millings A; Department of Psychology, Sociology and Politics, Centre for Behavioural Science and Applied Psychology, Sheffield Hallam University, Sheffield, UK., Gibson-Miller J; School of Education, University of Sheffield, Sheffield, UK.

Publikováno v: The British journal of clinical psychology [Br J Clin Psychol] 2023 Sep; Vol. 62 (3), pp. 605-620. Date of Electronic Publication: 2023 Jun 09.

Spectral and cross-spectral analysis-A tutorial for psychologists and social scientists.

Autor: Vowels MJ; Department of Electrical and Electronic Engineering, Center for Computer Vision, Speech and Signal Processing, University of Surrey., Vowels LM; Department of Psychology, University of Southampton., Wood ND; Department of Family Sciences, University of Kentucky.

Publikováno v: Psychological methods [Psychol Methods] 2023 Jun; Vol. 28 (3), pp. 631-650. Date of Electronic Publication: 2021 Jul 22.

Uncovering the Most Important Factors for Predicting Sexual Desire Using Explainable Machine Learning.

Autor: Vowels LM; Department of Psychology, University of Southampton, Southampton, UK; Blueheart Technologies Ltd, London, UK. Electronic address: laura.vowels@unil.ch., Vowels MJ; Centre for Computer Vision, Speech and Signal Processing (CVSSP), University of Surrey, Guildford, UK., Mark KP; Department of Family Medicine and Community Health, University of Minnesota Medical School, Minneapolis, MN, USA.

Publikováno v: The journal of sexual medicine [J Sex Med] 2021 Jul; Vol. 18 (7), pp. 1198-1216. Date of Electronic Publication: 2021 Jun 25.

Using spectral and cross-spectral analysis to identify patterns and synchrony in couples' sexual desire.

Autor: Vowels MJ; Department of Electrical and Electronic Engineering, University of Surrey, Guildford, United Kingdom.; Department of Music and Media, University of Surrey, Guildford, United Kingdom., Mark KP; Department of Kinesiology and Health Promotion, University of Kentucky, Lexington, Kentucky, United States of America., Vowels LM; Department of Psychology, University of Southampton, Southampton, United Kingdom., Wood ND; Department of Family Science, University of Kentucky, Lexington, Kentucky, United States of America.

Publikováno v: PloS one [PLoS One] 2018 Oct 17; Vol. 13 (10), pp. e0205330. Date of Electronic Publication: 2018 Oct 17 (Print Publication: 2018).