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Bias 2021 : Second International Workshop on Algorithmic Bias in Search and Recommendation

Online
Event Date: Mar 28, 2021 - Mar 28, 2021
Submission Deadline: Jan 04, 2021
Notification of Acceptance: Feb 08, 2021
Camera Ready Version Due : Feb 08, 2021

About

Second International Workshop on Algorithmic Bias in Search and Recommendation (Bias 2021) to be held as part of the 43nd European Conference on Information Retrieval (ECIR 2021)

Call For Paper

The workshop welcomes contributions in all topics related to algorithmic biasand fairness in search and recommendation, focused (but not limited) to:

  • Data Set Collection and Preparation:
    • Managing imbalances and inequalities within data sets
    • Devising collection pipelines that lead to fair and unbiased data sets
    • Collecting data sets useful for studying potential biased and unfair situations
    • Designing procedures for creating data sets for research on bias and fairness
  • Countermeasure Design and Development:
    • Conducting exploratory analysis that uncover biases
    • Designing treatments that mitigate biases (e.g., popularity bias)
    • Devising interpretable search and recommendation models
    • Providing treatment procedures whose outcomes are easily interpretable
    • Balancing inequalities among different groups of users or stakeholders
  • Evaluation Protocol and Metric Formulation:
    • Conducting quantitative experimental studies on bias and unfairness
    • Defining objective metrics that consider fairness and/or bias
    • Formulating bias-aware protocols to evaluate existing algorithms
    • Evaluating existing strategies in unexplored domains
    • Comparative studies of existing evaluation protocols and strategies
  • Case Study Exploration:
    • E-commerce platforms
    • Educational environments
    • Entertainment websites
    • Healthcare systems
    • Social media
    • News platforms
    • Digital libraries
    • Job portals
    • Dating platforms

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Check Other Conferences, Workshops, and Seminars

OTHER BIAS EVENTS

SI Algo Bias & Fairness 2020 : Special Issue on Algorithmic Bias and Fairness in Search and Recommendation - Information Processing & Management

HWB 2019 : Handling Web Bias
Northeastern University, Boston, MA, USA
Jun 30, 2019
HumBL 2019 : Augmenting Intelligence with Bias-aware Humans­-in-­the-­Loop @ TheWebConf 2019
San Franciscon, California, US
May 13, 2019

OTHER FAIRNESS EVENTS

2020 ChaLearn Looking at People workshop ECCV : Fair Face Recognition and Analysis
Online
Aug 28, 2020
FATES 2019 : 1st Workshop on Fairness, Accountability, Transparency, Ethics, and Society on the Web
San Francisco
May 13, 2019

OTHER SEARCH EVENTS

WSDM 2021 : 14th ACM Conference on Web Search and Data Mining
Jerusalem, Israel
Mar 08, 2021
EYRE 2020 : 3rd International Workshop on EntitY Retrieval and lEarning
Galway, Ireland
Oct 20, 2020
MCS 2020 : Monte Carlo Search, IJCAI Workshop
Yokohama, Japan
Jul 11, 2020
Haystack 2019 : Haystack Europe 2019
Berlin, Germany
Oct 28, 2019
EJS 2019 : International Workshop on Economics of Job Search 2019
Istanbul Medeniyet University, Istanbul
Sep 9, 2019

OTHER RECOMMENDER SYSTEMS EVENTS

IRSMM 2020 : MDPI Information Special Issue

SI Algo Bias & Fairness 2020 : Special Issue on Algorithmic Bias and Fairness in Search and Recommendation - Information Processing & Management

Reps4Tel 2020 : The First Workshop on Recommendation and Personalization Systems for Technology Enhanced Learning
Side, Turkey
Nov 02, 2020
DIM 2020 : The Ninth IEEE International Workshop on Data Integration and Mining
Taking place virtually
Oct 11, 2020
INRA 2020 : 8th International Workshop on News Recommendation and Analytics
Ghent, Belgium
Sep 14, 2020