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Matthew Vowels
Matthew Vowels
Insitute of Psychology @ University of Lausanne, The Sense @ CHUV, CVSSP @ University of Surrey
Verified email at unil.ch - Homepage
Title
Cited by
Cited by
Year
D’ya like DAGs? A survey on structure learning and causal discovery
MJ Vowels, NC Camgoz, R Bowden
ACM Computing Surveys 55 (4), 1-36, 2022
2362022
Is infidelity predictable? Using explainable machine learning to identify the most important predictors of infidelity
LM Vowels, MJ Vowels, KP Mark
The Journal of Sex Research 59 (2), 224-237, 2022
412022
Using spectral and cross-spectral analysis to identify patterns and synchrony in couples’ sexual desire
MJ Vowels, KP Mark, LM Vowels, ND Wood
PloS one 13 (10), e0205330, 2018
392018
Misspecification and unreliable interpretations in psychology and social science
MJ Vowels
arXiv preprint arXiv:2009.10025, 2020
322020
BERT meets LIWC: Exploring state-of-the-art language models for predicting communication behavior in couples’ conflict interactions
J Biggiogera, G Boateng, P Hilpert, M Vowels, G Bodenmann, M Neysari, ...
Companion Publication of the 2021 International Conference on Multimodal …, 2021
292021
Targeted VAE: Variational and targeted learning for causal inference
MJ Vowels, NC Camgoz, R Bowden
2021 IEEE International Conference on Smart Data Services (SMDS), 132-141, 2021
28*2021
Uncovering the most important factors for predicting sexual desire using explainable machine learning
LM Vowels, MJ Vowels, KP Mark
The journal of sexual medicine 18 (7), 1198-1216, 2021
212021
What can be learned from couple research: Examining emotional co-regulation processes in face-to-face interactions.
P Hilpert, TR Brick, C Flückiger, MJ Vowels, E Ceulemans, P Kuppens, ...
Journal of Counseling Psychology 67 (4), 475, 2020
202020
NestedVAE: Isolating common factors via weak supervision
MJ Vowels, NC Camgoz, R Bowden
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
172020
Gated variational autoencoders: Incorporating weak supervision to encourage disentanglement
MJ Vowels, NC Camgoz, R Bowden
2020 15th IEEE International Conference on Automatic Face and Gesture …, 2020
112020
Identifying the strongest self-report predictors of sexual satisfaction using machine learning
LM Vowels, MJ Vowels, KP Mark
Journal of Social and Personal Relationships 39 (5), 1191-1212, 2022
102022
Spectral and cross-spectral analysis—A tutorial for psychologists and social scientists.
MJ Vowels, LM Vowels, ND Wood
Psychological Methods, 2021
102021
Toward a causal link between attachment styles and mental health during the COVID‐19 pandemic
LM Vowels, MJ Vowels, KB Carnelley, A Millings, J Gibson‐Miller
British Journal of Clinical Psychology 62 (3), 605-620, 2023
92023
The Impact of Family Economic Strain On Work-Family Conflict, Marital Support, Marital Quality, and Marital Stability During the Middle Years
B Ross, J Gale, K Wickrama, J Goetz, MJ Vowels
Journal of Personal Finance 18 (2), 2019
92019
Trying to outrun causality with machine learning: Limitations of model explainability techniques for identifying predictive variables
MJ Vowels
stat 1050, 22, 2022
82022
VDSM: Unsupervised video disentanglement with state-space modeling and deep mixtures of experts
MJ Vowels, NC Camgoz, R Bowden
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
72021
A free lunch with influence functions? an empirical evaluation of influence functions for average treatment effect estimation
MJ Vowels, S Akbari, NC Camgoz, R Bowden
Transactions on Machine Learning Research, 2022
6*2022
Shadow-mapping for unsupervised neural causal discovery
MJ Vowels, NC Camgoz, R Bowden
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
62021
Couple perceptions as mediators between family economic strain and marital quality: Evidence from longitudinal dyadic data
DB Ross, J Gale, K Wickrama, J Goetz, MJ Vowels, Y Tang
Journal of Financial Counseling and Planning, 2020
62020
A machine learning approach to predicting perceived partner support from relational and individual variables
LM Vowels, MJ Vowels, KB Carnelley, M Kumashiro
Social Psychological and Personality Science 14 (5), 526-538, 2023
52023
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Articles 1–20