| Vol-2897 urn:nbn:de:0074-2897-0 Copyright © 2021 for the individual papers by the papers' authors. Copyright © 2021 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 2021
Affective Content Analysis 2021

### Proceedings of the 4th Workshop on Affective Content Analysis (AffCon 2021)
co-located with Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI 2021)

### February 9, 2021.

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 AffCon2121 Programme Committee are on the workshop website.

### Previous editions of AffCon @ AAAI

The proceedings of AffCon @ AAAI-2020 are archived as CEUR Workshop Proceedings.
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 4th Workshop on Affective Content Analysis (AffCon) at AAAI 2021 1-6
  Kokil Jaidka, Niyati Chhaya, Jennifer Healey, Lyle Ungar, Atanu Sinha
  Summary: There were 12 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume, 5 as regular papers and 1 as short papers.

### AffCon21 Session 1

- (keynote) Best Practices in Automating Affect Recognition Rosalind Picard
- A Two-stage Multi-modal Affect Analysis Framework for Children with Autism Spectrum Disorder 7-14
  Jicheng Li, Anjana Bhat, Roghayeh Barmaki
- (Best paper) Comparison and Analysis of Deep Audio Embeddings for Music Emotion Recognition 15-22
  Eunjeong Koh , Shlomo Dubnov

### AffCon21 Session 2

- ABL-MICRO: Opportunities for Affective AI Built Using a Multimodal Microaggression Dataset 23-29
  Gloria Washington, Gishawn Mance, Saurav Aryal, Mikel Kengni
- (keynote) What Text Analysis Cannot Tell Us: The Importance of Observation in Understanding Creative Teams Page Moreau
- (keynote) Towards an artificial intuition: Conversational markers of (anti)social dynamics Cristian Danescu-Niculescu-Mizil
- (keynote) AI-assisted Human creativity Devi Parikh

### AffCon21 Session 3

- Empirical Assessment and Characterization of Homophily in Classes of Hate Speeches 30-34
  Seema Nagar, Sameer Gupta, C.S Bahushruth, Ferdous Barbhuiya, Kuntal Dey
- Towards A Six-Level Framework of Emotional Intelligence for Customer Service Chatbots 35-42
  Qicheng Ding, V. Ivan Sanchez Carmona, Mingming Liu, Fangzhen Peng, Yu Zhang, Changjian Hu,
- Music Speaks in Emotions 43-44
  Hortense Fong, Vineet Kumar

2021-06-19: submitted by Kokil Jaidka, metadata incl. bibliographic data published under Creative Commons CC0
2021-07-05: published on CEUR-WS.org |valid HTML5|