Discrimination-aware data mining: a survey
Citations
70 citations
Additional excerpts
...Privacy and fairness have been addressed separately for many years, however, recent studies (Hajian et al., 2016; Hintoglu et al., 2005; Kashid et al., 2015, 2017; Pedreshi et al., 2008; Ruggieri et al., 2014) have expanded the application of methods to achieve both goals....
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References
12,940 citations
"Discrimination-aware data mining: a..." refers background in this paper
...The research in this field was started by Pedreschi et al. (2008). The problem was further extended by Ruggieri et al....
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...The research in this field was started by Pedreschi et al. (2008). The problem was further extended by Ruggieri et al. (2010a) to discover discrimination in the dataset (shown in the left part of Figure 1)....
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...Kohavi and Becker (1996) constructed this dataset, which consists of 48,842 instances....
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1,669 citations
"Discrimination-aware data mining: a..." refers background in this paper
...Fung et al. (2010) have presented a detailed survey in this area....
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905 citations
"Discrimination-aware data mining: a..." refers background or methods in this paper
...…techniques described by Hajian and Domingo-Ferrer (2013) for discrimination prevention are better than pre-processing techniques developed by Kamiran and Calders (2012), because of the following two reasons: • The discrimination prevention methods developed by Kamiran and Calders (2012)…...
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...Another technique called, Massaging, developed by Kamiran and Calders (2012), changes the class labels of some of the minority community data objects to remove discrimination....
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...E.g., in the pre-processing technique called Suppression developed by Kamiran and Calders (2012), all the discriminatory attributes are removed and then this transformed data are used to perform data mining tasks....
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...The research was done in parallel by Kamiran et al. (2010), Calders and Verwer (2010), Kamiran and Calders (2009, 2012), who identified different techniques for DADM (depicted in the right part of Figure 1)....
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...…Domingo-Ferrer (2013) for discrimination prevention are better than pre-processing techniques developed by Kamiran and Calders (2012), because of the following two reasons: • The discrimination prevention methods developed by Kamiran and Calders (2012) consider only one discriminatory attribute....
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750 citations
"Discrimination-aware data mining: a..." refers methods in this paper
...(2010), Calders and Verwer (2010), Kamiran and Calders (2009, 2012), who identified different techniques for DADM (depicted in the right part of Figure 1). Custers et al. (2013) present detailed information about DADM such as discrimination discovery, discrimination prevention, privacy protection and conditional discrimination....
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...(2010), Calders and Verwer (2010), Kamiran and Calders (2009, 2012), who identified different techniques for DADM (depicted in the right part of Figure 1)....
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...The research was done in parallel by Kamiran et al. (2010), Calders and Verwer (2010), Kamiran and Calders (2009, 2012), who identified different techniques for DADM (depicted in the right part of Figure 1)....
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...Calders and Verwer (2010) have developed the Naïve Bayes methods to detect and remove discrimination....
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631 citations
"Discrimination-aware data mining: a..." refers background or methods in this paper
...Pedreschi et al. (2009a) presented a reference model, named LP2DD, for finding evidence of discrimination in automatic decision support system (DSS). Ruggieri et al. (2010b) developed a tool, called DCUBE, to discover discrimination....
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...The research in this field was started by Pedreschi et al. (2008)....
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...Pedreschi et al. (2009a) presented a reference model, named LP2DD, for finding evidence of discrimination in automatic decision support system (DSS)....
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