| Vol-2614 urn:nbn:de:0074-2614-0 Copyright © 2020 for the individual papers by the papers' authors. Copyright © 2020 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# AffCon 2020
3rd Workshop on Affective Content Analysis

### Proceedings of the 3rd Workshop on Affective Content Analysis (AffCon 2020)
co-located with Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI 2020)

### New York, USA, February 7, 2020.

Edited by

### Niyati Chhaya *
Kokil Jaidka **
Jennifer Healey *
Lyle Ungar ***
Atanu Sinha *

* Adobe Research, India
** National University of Singapore, Singapore
*** University of Pennsylvania, USA

More details about the AffCon2020 Programme Committee are on the workshop website.

### Previous editions of AffCon @ AAAI

The proceedings of AffCon @ AAAI-2019 are archived as CEUR Workshop Proceedings.
The proceedings of AffCon @ AAAI-2018 were archived by AAAI.

## Table of Contents

- Editorial for the 3rd Workshop on Affective Content Analysis (AffCon) at AAAI 2020 1-10
  Niyati Chhaya, Kokil Jaidka, Jennifer Healey, Lyle Ungar, Atanu Sinha

### AffCon20_session 1

- (keynote) Multimodal AI: Understanding Human Communication Dynamics Louis-Philippe Morency
- (Best paper) Context-Dependent Models for Predicting and Characterizing Facial Expressiveness 11-28
  Victoria Lin, Jeffrey Girard, Louis-Philippe Morency
- (poster) A Siamese Neural Network with Modified Distance Loss For Transfer Learning in Speech Emotion Recognition Kexin Feng 29-35
  Kexin Feng, Theodora Chaspari
- (poster) Attentive RNNs for Continuous-time Emotion Prediction in Music Clips 36-46
  Sanga Chaki, Pranjal Doshi, Priyadarshi Patnaik, Sourangshu Bhattacharya
- (poster) Automatic Aspect-Based Sentiment Analysis (AABSA) from Customer Reviews 47-66
  Jiaming Xu, Bo Tang, Xiao Liu, Feiyu Xiong
- (poster) A Deep Learning Approach Towards Multimodal Stress Detection 67-81
  Cristian Paul Bara, Michalis Papakostas, Rada Mihalcea
- (poster) Complementary Fusion of Multi-Features and Multi-Modalities in Sentiment Analysis 82-99
  Feiyang Chen, Ziqian Luo, Yanyan Xu, Dengfeng Ke

### AffCon20_session 2

- (keynote) Building Intelligent & Visceral Machines Daniel McDuff
- Bidirectional Dilated LSTM with Attention for Fine-grained Emotion Classification in Tweets 100-117
  Annika Marie Schoene, Alexander P Turner, Nina Dethlefs
- (keynote) Reinforcement learning from Affective Cues in Dialogue Natasha Jaques

### AffCon20_session 3

- (keynote) Reifying the Possibility Space of IoT Automation Practices: A Machine Learning Approach Donna Hoffman, & Tom Novak
- (keynote) Review Based Recommendation - The Role of Linguistic Match between Users Alain Lemaire (work with O. Netzer)
- A report of the CL-Aff OffMyChest Shared Task: Modeling Supportiveness and Disclosure 118-129
  Kokil Jaidka, Iknoor Singh, Jiahui Liu, Niyati Chhaya, Lyle Ungar
- (CL-Aff Shared Task 2020 Best paper) BERT-based Ensembles for Modeling Disclosure and Support in Conversational Social Media Text 130-139
  Kartikey Pant, Tanvi Dadu, Radhika Mamidi
- (CL-Aff Shared Task 2020 Best paper) Detecting Disclosure and Support via Deep Multi-Task Learning 140-147
  Weizhao Xin, Diana Inkpen

### AffCon20_session 4

- (keynote) Using Big Data to Understand and Improve Online Support Groups Robert Kraut
- Using Domain Knowledge to Enhance Deep Learning for Emotional Intelligence 148-150
  Hortense Fong, Vineet Kumar
- (CL-Aff Shared Task 2020 paper) Semi-supervised Models via Data Augmentation for Classifying Interactive Affective Responses 151-160
  Jiaao Chen, Yuwei Wu, Diyi Yang
- (CL-Aff Shared Task 2020 paper) Multi-modal Sentiment Analysis using Super Characters Method on Low-power CNN Accelerator Device 161-168
  Baohua Sun, Lin Yang, Hao Sha, Michael Lin
- (CL-Aff Shared Task 2020 paper) [CL-AFF Shared Task] Multi-label Text Classification Using an Emotion Embedding Model 169-178
  Jiwung Hyun, Byung-Chull Bae, Yun-Gyung Cheong
- (CL-Aff Shared Task 2020 paper) Contextual representation of self-disclosure and supportiveness in short text 179-206
  Chandan Akiti, Sarah Rajtmajer, Anna Squicciarini

2020-06-02: submitted by Kokil Jaidka, metadata incl. bibliographic data published under Creative Commons CC0
2020-06-03: published on CEUR-WS.org |valid HTML5|