| Vol-3276 urn:nbn:de:0074-3276-8 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 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).

# hfif-aaai-2022
How Fair is Fair? Achieving Wellbeing AI 2022

### Proceedings of the Symposium How Fair is Fair? Achieving Wellbeing AI
co-located with Association for the Advancement of Artificial Intelligence 2022 Spring Symposium (AAAI-Spring Symposium 2022)

### Stanford, CA, March 21-23, 2022.

Edited by

### Takashi Kido *
Keiki Takadama **

* Teikyo University, Advanced Comprehensive Research Organization, Japan
** The University of Electronic and Communication, Japan

## Table of Contents

- Summary: There were 18 papers submitted for peer-review to this workshop. Out of these, 18 papers were accepted for this volume, 11 as regular papers and 7 as short papers.

### Session 1: Overview

- The Challenges for Fairness and Well-being - How Fair is Fair? Achieving Well-being AI 1-3
  Takashi Kido, Keiki Takadama
- How to Cope with Bias in Well-being AI? - Towards Fairness in Well-being AI by Personal and Long-term Evaluation 4-7
  Keiki Takadama

### Session 2: Social Interaction

- Should Social Robots in Retail Manipulate Customers? 8-15
  Oliver Bendel, Liliana Margarida Dos Santos Alves
- The SPACE THEA Project 16-23
  Martin Spathelf, Oliver Bendel
- Monitoring and Maintaining Student Online Classroom Participation Using Cobots, Edge Intelligence, Virtual Reality, and Artificial Ethnographies 24-30
  Ana Djuric, Meina Zhu, Weisong Shi, Thomas Palazzolo, Robert G. Reynolds
- AI Agents for Facilitating Social Interactions and Wellbeing 31-38
  Hiroaki Hamada, Ryota Kanai

### Session 3: Education

- How to Teach AI Programming for Elementary Students?– A Case Study of AI Conversation Robot Programming at UEC Programming School 39-40
  Hiromitsu Yamaguchi, Hirofumi Abe, Toshiyuki Shimazaki, Kenzo Ozaki, Masayuki Numao

### Session 4: Care for Elderly Persons

- Automatic Textual Care Record Generation for Smart Nursing 41-42
  Hayate Kondo, Masayuki Numao
- Modeling, Monitoring and Measuring of Social Isolation for Community-based Care in Nursing House 43-44
  Shintaro Nagama, Masayuki Numao

### Session 5: Data Analysis

- Well-being Data Origination Using MROCs with Variable Quest: A Case Analysis of Gloom during COVID-19 Pandemic 45-46
  Teruaki Hayashi, Yumiko Nagoh, Kai Ishikawa, Hirohiko Ito, Kenichiro Tsuda, Yukio Ohsawa

### Session 6: Cognitive Bias

- Sense and Sensitivity: Knowledge Graphs as Training Data for Processing Cognitive Bias, Context and Information Not Uttered in Spoken Interaction 47-54
  Christine Alexandris

### Session 7: Fairness

- Fairness for Drivers with Additive Profits in Emerging Vehicle Routing Problems 55-55
  Martin Aleksandrov
- Fairness-aware Naive Bayes Classifier for Data with Multiple Sensitive Features 56-65
  Stelios Boulitsakis-Logothetis
- Advancing Fairness in Public Funding Using Domain Knowledge 66-73
  Thomas Goolsby, Sheikh Rabiul Islam, Ingrid Russell

### Session 8: Sleep

- REM Estimation Based on Combination of Multi-Timescale Estimations and Automatic Adjustment of Personal Bio-vibration Data of Mattress Sensor 74-80
  Iko Nakari, Naoya Matsuda, Keiki Takadama
- Analysis of Circadian Rhythm Estimation Process for Improving the Accuracy of Alzheimer Dementia Detection 81-87
  Naoya Matsuda, Taiki Senju, Iko Nakari, Keiki Takadama
- A Thermal Environment that Promotes Efficient Napping 88-93
  Miki Nakai, Tomoyoshi Ashikaga, Takahiro Ohga, Keiki Takadama

### Session 9: Agent Simulation

- Centralized Versus Decentralized Digital Identity Architectures: Simulation Models of Data Exchange 94-95
  Yoshiaki Fukami, Takumi Shimizu, Teruaki Hayashi, Hiroki Sakaji, Hiroyasu Matsushima

### Session 10: Market

- Feature Concepts as Pattern Language for Data-Federative Innovations 96-97
  Yukio Ohsawa, Sae Kondo, Teruaki Hayashi
- Change Explanation in Financial Markets by Graph-Based Entropy and Inter-regional Interactions 98-99
  Yosuke Nishikawa, Teruaki Hayashi, Takaaki Yoshi, Toshiaki Sugie, Yoshiyuki Nakata, Kakeru Itou, Yukio Ohsawa

2022-08-30: submitted by Takashi Kido, metadata incl. bibliographic data published under Creative Commons CC0
2022-11-17: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|