| 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 | 297 | 2022 |
| 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 | 52 | 2022 |
| 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 | 42 | 2018 |
| Misspecification and unreliable interpretations in psychology and social science MJ Vowels arXiv preprint arXiv:2009.10025, 2020 | 35 | 2020 |
| 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 | 33 | 2021 |
| 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 | 30* | 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 | 26 | 2021 |
| 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 | 24 | 2022 |
| 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 | 21 | 2020 |
| 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 | 17 | 2020 |
| 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 | 16 | 2023 |
| 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 | 15 | 2020 |
| Spectral and cross-spectral analysis—A tutorial for psychologists and social scientists. MJ Vowels, LM Vowels, ND Wood Psychological Methods 28 (3), 631, 2023 | 12 | 2023 |
| 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 | 12 | 2019 |
| Trying to outrun causality with machine learning: Limitations of model explainability techniques for identifying predictive variables MJ Vowels stat 1050, 22, 2022 | 11 | 2022 |
| 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 | 9 | 2021 |
| Couple Perceptions as Mediators between Family Economic Strain and Marital Quality: Evidence from Longitudinal Dyadic Data. DB Ross, J Gale, K Wickrama, J Goetz, M James, Y Tang Journal of Financial Counseling and Planning 32 (1), 158-172, 2021 | 8 | 2021 |
| 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 | 7 | 2021 |
| Causal effect identification in uncertain causal networks S Akbari, F Jamshidi, E Mokhtarian, M Vowels, J Etesami, N Kiyavash Advances in Neural Information Processing Systems 36, 477-503, 2023 | 6* | 2023 |
| 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 | 6 | 2023 |
Richard BowdenProfessor of Computer Vision and Machine Learning, CVSSP, University of SurreyVerified email at surrey.ac.uk
