IntRS 2022
Interfaces and Human Decision Making for Recommender Systems 2022

Table of Contents

• Preface
  Summary: There were 12 papers submitted for peer-review to this workshop. Out of these, 10 papers were accepted for this volume, all of them as long papers.

Invited Talk

• From User Control and Explainability in Recommendation Interfaces to Visual XAI 1-2
  Denis Parra

Cognitive Factors

• Examining Choice Overload across Single-list and Multi-list User Interfaces 3-17
  Alain Starke, Justyna Sedkowska, Mihir Chouhan, Bruce Ferwerda
• Psychological User Characteristics and Meta-Intents in a Conversational Product Advisor 18-32
  Yuan Ma, Timm Kleemann, Jürgen Ziegler
• The Impacts of Primacy/Recency Effects on Item Review Sentiment Analysis 33-45
  Besnik Gjergjizi, Thi Ngoc Trang Tran, Alexander Felfernig
• Serendipity in Recommender Systems Beyond the Algorithm: a Feature Repository and Experimental Design 46-66
  Annelien Smets, Lien Michiels, Toine Bogers, Lennart Björneborn

Preference Elicitation and Explanations

• Boosting Health? Examining the Role of Nutrition Labels and Preference Elicitation Methods in Food Recommendation 67-84
  Alain Starke, Ayoub El Majjodi, Christoph Trattner
• Explainable Robo-Advisors: Empirical Investigations to Specify and Evaluate a User-Centric Taxonomy of Explanations in the Financial Domain 85-103
  Sidra Naveed, Gunnar Stevens, Dean-Robin Kern
• What if Interactive Explanation in a Scientific Literature Recommender System 104-121
  Mouadh Guesmi, Mohamed Amine Chatti, Jaleh Ghorbani-Bavani, Shoeb Joarder, Qurat Ul Ain, Rawaa Alatrash

Interactive Recommendations

• Simulation-Based Evaluation of Interactive Recommender Systems 122-136
  Behnam Rahdari, Peter Brusilovsky
• A Cosmetic Differences Visualization System for Beauty Recommendation using the Scores of Various Evaluation Items 137-150
  Mayumi Ueda, Sayaka Yabe, Da Li, Shinsuke Nakajima
• Decoy Effect of Recommendation Systems on Real E-commerce Websites 151-163
  Fan Mo, Tsuneo Matsumoto, Nao Fukushima, Fuyuko Kido, Hayato Yamana