3 citations · 4 across the 2 of their papers we have counts for
5 papers
Perspectives on Machine Learning from Psychology's Reproducibility Crisis
Samuel J. Bell, Onno P. Kampman
In the early 2010s, a crisis of reproducibility rocked the field of psychology. Following a period of reflection, the field has responded with radical reform of its scientific prac…
Variational inference for neural network matrix factorization and its application to stochastic blockmodeling
Onno Kampman, Creighton Heaukulani
We consider the probabilistic analogue to neural network matrix factorization (Dziugaite & Roy, 2015), which we construct with Bayesian neural networks and fit with variational inf…
Towards Universal End-to-End Affect Recognition from Multilingual Speech by ConvNets
Dario Bertero, Onno Kampman, Pascale Fung
We propose an end-to-end affect recognition approach using a Convolutional Neural Network (CNN) that handles multiple languages, with applications to emotion and personality recogn…
Attention-Based LSTM for Psychological Stress Detection from Spoken Language Using Distant Supervision
Genta Indra Winata, Onno Pepijn Kampman, Pascale Fung
We propose a Long Short-Term Memory (LSTM) with attention mechanism to classify psychological stress from self-conducted interview transcriptions. We apply distant supervision by a…
Investigating Audio, Visual, and Text Fusion Methods for End-to-End Automatic Personality Prediction
Onno Kampman, Elham J. Barezi, Dario Bertero +1
We propose a tri-modal architecture to predict Big Five personality trait scores from video clips with different channels for audio, text, and video data. For each channel, stacked…