Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204243612> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W3204243612 endingPage "1339" @default.
- W3204243612 startingPage "1320" @default.
- W3204243612 abstract "Recently, the usage of machine learning algorithms is subject to discussion from a legal and ethical point of view. Unwanted discrimination regarding gender or race of a prediction model can lead to legal consequences. Therefore, during predictive model learning, one needs to be aware of possible bias and adjust the model to be fair. However, in bank marketing applications, one customer can receive multiple offers instead of just one. Because of their correlation between, a multi-label classification approach is the most suitable one. This paper proposes a fair classifier chain machine learning model for multi-label classification. Our algorithm solves the multi-label classification problem in an efficient manner, and it is suitable for real-life application employment. The proposed approach allows for controlling fairness constraints during the process of machine learning. It is based on the logistic regression model, thus enabling high efficiency and understandability. We apply our model to a real-life model from bank marketing campaign response prediction. The obtained results are promising. More specifically, our model achieves high fairness measures having an increase from 7% to 17%. However, fairness has a price of a decrease in predictive performance, up to 9% of AUC. To the best of our knowledge, this is the first algorithm that introduce fairness constraints in multi-label classification problems." @default.
- W3204243612 created "2021-10-11" @default.
- W3204243612 creator A5057150812 @default.
- W3204243612 creator A5061400789 @default.
- W3204243612 creator A5070246676 @default.
- W3204243612 creator A5073856473 @default.
- W3204243612 date "2021-09-23" @default.
- W3204243612 modified "2023-09-25" @default.
- W3204243612 title "A fair classifier chain for multi‐label bank marketing strategy classification" @default.
- W3204243612 cites W1648303880 @default.
- W3204243612 cites W1999954155 @default.
- W3204243612 cites W2025722140 @default.
- W3204243612 cites W2084465406 @default.
- W3204243612 cites W2100960835 @default.
- W3204243612 cites W2138290126 @default.
- W3204243612 cites W2142827986 @default.
- W3204243612 cites W2146241755 @default.
- W3204243612 cites W2149416133 @default.
- W3204243612 cites W2512352139 @default.
- W3204243612 cites W2584805976 @default.
- W3204243612 cites W2604900995 @default.
- W3204243612 cites W2795789609 @default.
- W3204243612 cites W2900758626 @default.
- W3204243612 cites W2902356955 @default.
- W3204243612 cites W2922957844 @default.
- W3204243612 cites W2941195982 @default.
- W3204243612 cites W2946236639 @default.
- W3204243612 cites W2946936638 @default.
- W3204243612 cites W2963917042 @default.
- W3204243612 cites W2964303497 @default.
- W3204243612 cites W2974891960 @default.
- W3204243612 cites W2984504956 @default.
- W3204243612 cites W2985312488 @default.
- W3204243612 cites W2998013117 @default.
- W3204243612 cites W2998214267 @default.
- W3204243612 cites W2998589708 @default.
- W3204243612 cites W3006769229 @default.
- W3204243612 cites W3014249243 @default.
- W3204243612 cites W3016527562 @default.
- W3204243612 cites W3042023074 @default.
- W3204243612 cites W3043724091 @default.
- W3204243612 cites W3081095512 @default.
- W3204243612 cites W3085638346 @default.
- W3204243612 cites W3119522276 @default.
- W3204243612 cites W3124700603 @default.
- W3204243612 cites W3125491380 @default.
- W3204243612 cites W3125559914 @default.
- W3204243612 cites W4288617781 @default.
- W3204243612 cites W2983438913 @default.
- W3204243612 doi "https://doi.org/10.1111/itor.13059" @default.
- W3204243612 hasPublicationYear "2021" @default.
- W3204243612 type Work @default.
- W3204243612 sameAs 3204243612 @default.
- W3204243612 citedByCount "2" @default.
- W3204243612 countsByYear W32042436122022 @default.
- W3204243612 crossrefType "journal-article" @default.
- W3204243612 hasAuthorship W3204243612A5057150812 @default.
- W3204243612 hasAuthorship W3204243612A5061400789 @default.
- W3204243612 hasAuthorship W3204243612A5070246676 @default.
- W3204243612 hasAuthorship W3204243612A5073856473 @default.
- W3204243612 hasConcept C119857082 @default.
- W3204243612 hasConcept C151956035 @default.
- W3204243612 hasConcept C154945302 @default.
- W3204243612 hasConcept C41008148 @default.
- W3204243612 hasConcept C95623464 @default.
- W3204243612 hasConceptScore W3204243612C119857082 @default.
- W3204243612 hasConceptScore W3204243612C151956035 @default.
- W3204243612 hasConceptScore W3204243612C154945302 @default.
- W3204243612 hasConceptScore W3204243612C41008148 @default.
- W3204243612 hasConceptScore W3204243612C95623464 @default.
- W3204243612 hasFunder F4320338298 @default.
- W3204243612 hasIssue "3" @default.
- W3204243612 hasLocation W32042436121 @default.
- W3204243612 hasOpenAccess W3204243612 @default.
- W3204243612 hasPrimaryLocation W32042436121 @default.
- W3204243612 hasRelatedWork W2512018286 @default.
- W3204243612 hasRelatedWork W2556319748 @default.
- W3204243612 hasRelatedWork W2891961174 @default.
- W3204243612 hasRelatedWork W2961085424 @default.
- W3204243612 hasRelatedWork W3158264953 @default.
- W3204243612 hasRelatedWork W3200179079 @default.
- W3204243612 hasRelatedWork W4226239449 @default.
- W3204243612 hasRelatedWork W4249229055 @default.
- W3204243612 hasRelatedWork W4310989423 @default.
- W3204243612 hasRelatedWork W4319430317 @default.
- W3204243612 hasVolume "30" @default.
- W3204243612 isParatext "false" @default.
- W3204243612 isRetracted "false" @default.
- W3204243612 magId "3204243612" @default.
- W3204243612 workType "article" @default.