Variational inference for neural network matrix factorization and its application to stochastic blockmodeling

no code implementations • 11 May 2019 • 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 inference.

Variational Inference

Towards Universal End-to-End Affect Recognition from Multilingual Speech by ConvNets

no code implementations • 19 Jan 2019 • Dario Bertero, Onno Kampman, Pascale Fung

It outperforms a similar CNN using spectrograms as input by 12. 8% for emotion and 6. 3% for personality, based on F-scores.

Investigating Audio, Video, and Text Fusion Methods for End-to-End Automatic Personality Prediction

no code implementations • ACL 2018 • Onno Kampman, Elham J. Barezi, Dario Bertero, Pascale Fung

Furthermore, we can see the prediction relevance of each modality for each trait.

Emotional Intelligence

Investigating Audio, Visual, and Text Fusion Methods for End-to-End Automatic Personality Prediction

no code implementations • 2 May 2018 • Onno Kampman, Elham J. Barezi, Dario Bertero, Pascale Fung

Furthermore, we can see the prediction relevance of each modality for each trait.

Emotional Intelligence

Zara Returns: Improved Personality Induction and Adaptation by an Empathetic Virtual Agent

no code implementations • ACL 2017 • Farhad Bin Siddique, Onno Kampman, Yang Yang, Anik Dey, Pascale Fung

Word Embeddings