Managing bias and unfairness in data for decision support: a survey of machine learning and data engineering approaches to identify and mitigate bias and unfairness within data management and analytics systems

Database Repair Meets Algorithmic Fairness

(2020) Babak Salimi et al.   SIGMOD RECORD

Fair task assignment in spatial crowdsourcing

(2020) Zhao Chen et al.   Proceedings of the VLDB Endowment

Identifying insufficient data coverage in databases with multiple relations

(2020) Yin Lin et al.   Proceedings of the VLDB Endowment

Fairly evaluating and scoring items in a data set

(2020) Abolfazl Asudeh et al.   Proceedings of the VLDB Endowment

Responsible data management

(2020) Julia Stoyanovich et al.   Proceedings of the VLDB Endowment

COUNTATA

(2020) Yuval Moskovitch et al.   Proceedings of the VLDB Endowment

Rank aggregation algorithms for fair consensus

(2020) Caitlin Kuhlman et al.   Proceedings of the VLDB Endowment

Comments Mining With TF-IDF: The Inherent Bias and Its Removal

(2018) Inbal Yahav et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A note on the behavior of majority voting in multi-class domains with biased annotators

(2018) Jeronimo Hernandez-Gonzalez et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments

(2017) Alexandra Chouldechova   Big Data

Diversity in Big Data: A Review

(2017) Marina Drosou et al.   Big Data

Imbalanced Multiple Noisy Labeling

(2015) Jing Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Generalization-based privacy preservation and discrimination prevention in data publishing and mining

(2014) Sara Hajian et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Discrimination- and privacy-aware patterns

(2014) Sara Hajian et al.   DATA MINING AND KNOWLEDGE DISCOVERY

A multidisciplinary survey on discrimination analysis

(2013) Andrea Romei et al.   KNOWLEDGE ENGINEERING REVIEW

A Methodology for Direct and Indirect Discrimination Prevention in Data Mining

(2012) Sara Hajian et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Data mining for discrimination discovery

(2010) Salvatore Ruggieri et al.   ACM Transactions on Knowledge Discovery from Data

Credibility: How Agents Can Handle Unfair Third-Party Testimonies in Computational Trust Models

(2009) Jianshu Weng et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Bias and Controversy in Evaluation Systems

(2008) H.W. Lauw et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Understanding Data-Driven Decision Support Systems

(2008) Daniel J. Power   INFORMATION SYSTEMS MANAGEMENT