Modeling emotion in complex stories: the Stanford Emotional Narratives Dataset

@article{Ong2019ModelingEI,
  title={Modeling emotion in complex stories: the Stanford Emotional Narratives Dataset},
  author={Desmond C. Ong and Zhengxuan Wu and Zhi-Xuan Tan and Marianne C. Reddan and Isabella Kahhale and Alison Mattek and J. Zaki},
  journal={ArXiv},
  year={2019},
  volume={abs/1912.05008}
}
Human emotions unfold over time, and more affective computing research has to prioritize capturing this crucial component of real-world affect. Modeling dynamic emotional stimuli requires solving the twin challenges of time-series modeling and of collecting high-quality time-series datasets. We begin by assessing the state-of-the-art in time-series emotion recognition, and we review contemporary time-series approaches in affective computing, including discriminative and generative models. We… Expand
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References

SHOWING 1-10 OF 114 REFERENCES
A Recurrent Latent Variable Model for Sequential Data
  • 673
  • Highly Influential
  • PDF
Scikit-learn: Machine Learning in Python
  • 31,662
  • Highly Influential
  • PDF
The Cognitive Structure of Emotions
  • 6,249
  • Highly Influential
  • PDF
SEWA DB: A Rich Database for Audio-Visual Emotion and Sentiment Research in the Wild
  • 52
  • PDF
The Ordinal Nature of Emotions: An Emerging Approach
  • 28
  • PDF
Factorized Inference in Deep Markov Models for Incomplete Multimodal Time Series
  • 6
  • PDF
A Multimodal LSTM for Predicting Listener Empathic Responses Over Time
  • 10
  • PDF
AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild
  • 349
  • PDF
Applying Probabilistic Programming to Affective Computing
  • 2
  • PDF
...
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5
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