Advances in Bias and Fairness in Information Retrieval

Second International Workshop on Algorithmic Bias in Search and Recommendation, BIAS 2021, Lucca, Italy, April 1, 2021, Proceedings

Ludovico Boratto, Stefano Faralli, Mirko Marras, Giovanni Stilo (Herausgeber)

Buch | Softcover

X, 171 Seiten

2021 | 1st ed. 2021
Springer International Publishing (Verlag)
978-3-030-78817-9 (ISBN)

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This book constitutes refereed proceedings of the Second International Workshop on Algorithmic Bias in Search and Recommendation, BIAS 2021, held in April, 2021. Due to the COVID-19 pandemic BIAS 2021 was held virtually.
The 11 full papers and 3 short papers were carefully reviewed and selected from 37 submissions. The papers cover topics that go from search and recommendation in online dating, education, and social media, over the impact of gender bias in word embeddings, to tools that allow to explore bias and fairnesson the Web.

Towards Fairness-Aware Ranking by Defining Latent Groups Using Inferred Features.- Media Bias Everywhere? A Vision for Dealing with the Manipulation of Public Opinion.- Users' Perception of Search-Engine Biases and Satisfaction.- Preliminary Experiments to Examine the Stability of Bias-Aware Techniques.- Detecting Race and Gender Bias in Visual Representation of AI on Web Search Engines.- Equality of Opportunity in Ranking: A Fair-Distributive Model.- Incentives for Item Duplication under Fair Ranking Policies.- Quantification of the Impact of Popularity Bias in Multi-Stakeholder and Time-Aware Environment.- When is a Recommendation Model Wrong? A Model-Agnostic Tree-Based Approach to Detecting Biases in Recommendations.- Evaluating Video Recommendation Bias on YouTube.- An Information-Theoretic Measure for Enabling Category Exemptions with an Application to Filter Bubbles.- Perception-Aware Bias Detection for Query Suggestions.- Crucial Challenges in Large-Scale Black Box Analyses.- New Performance Metrics for Offline Content-based TV Recommender Systems.

Erscheinungsdatum	26.06.2021
Reihe/Serie	Communications in Computer and Information Science
Zusatzinfo	X, 171 p. 40 illus., 34 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	290 g
Themenwelt	Mathematik / Informatik ► Informatik ► Datenbanken
Themenwelt	Mathematik / Informatik ► Informatik ► Netzwerke
Schlagworte	Applications • Computer Science • conference proceedings • Informatics • Research
ISBN-10	3-030-78817-2 / 3030788172
ISBN-13	978-3-030-78817-9 / 9783030788179
Zustand	Neuware