MECATI, MARIACHIARA

MECATI, MARIACHIARA  

Dipartimento di Automatica e Informatica  

049971  

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Citazione Data di pubblicazione Autori File
A Study on Data Imbalance: Using Metrics on Input Data to Foresee Bias and Fairness in Classification Outcomes / Mecati, Mariachiara. - (2023 Jul 13). 13-lug-2023 MECATI, MARIACHIARA phd_thesis_mecati.pdfphd_thesis_mecati_abstract.pdf
Measuring Imbalance on Intersectional Protected Attributes and on Target Variable to Forecast Unfair Classifications / Mecati, Mariachiara; Torchiano, Marco; Vetro, Antonio; De Martin, Juan Carlos. - In: IEEE ACCESS. - ISSN 2169-3536. - 11:(2023), pp. 26996-27011. [10.1109/ACCESS.2023.3252370] 1-gen-2023 Mecati, MariachiaraTorchiano, MarcoVetro, AntonioDe Martin, Juan Carlos FINAL Article.pdfMeasuring_Imbalance_on_Intersectional_Protected_Attributes_and_on_Target_Variable_to_Forecast_Unfair_Classifications.pdf
Appendix for "Identifying Imbalance Thresholds in Input Data to Achieve Desired Levels of Algorithmic Fairness" / Mecati, Mariachiara; Adrignola, Andrea; Vetro, Antonio; Torchiano, Marco. - (2022). [10.5281/ZENODO.7350599] 1-gen-2022 Mecati, MariachiaraVetro, AntonioTorchiano, Marco + Mecati_DS4EIW2022_Appendix.pdf
Detecting Risk of Biased Output with Balance Measures / Mecati, Mariachiara; Vetro', Antonio; Torchiano, Marco. - In: ACM JOURNAL OF DATA AND INFORMATION QUALITY. - ISSN 1936-1955. - 14:4(2022). [10.1145/3530787] 1-gen-2022 Mecati, MariachiaraVetro', AntonioTorchiano, Marco JDIQ_paper___Special_Issue_on_Data_Quality_and_Ethics.pdf3530787.pdf
Identifying Imbalance Thresholds in Input Data to Achieve Desired Levels of Algorithmic Fairness / Mecati, Mariachiara; Adrignola, Andrea; Vetro, Antonio; Torchiano, Marco. - (2022), pp. 4700-4709. (Intervento presentato al convegno 2022 IEEE International Conference on Big Data (IEEE BigData 2022) - Second International Workshop on Data Science for equality, inclusion and well-being challenges (DS4EIW 2022) tenutosi a Osaka (Japan) nel 17-20 December 2022) [10.1109/BigData55660.2022.10021078]. 1-gen-2022 Mecati, MariachiaraVetro, AntonioTorchiano, Marco + S34205.pdfPaper_DS4EIW2022.pdf
A data quality approach to the identification of discrimination risk in automated decision making systems / Vetrò, Antonio; Torchiano, Marco; Mecati, Mariachiara. - In: GOVERNMENT INFORMATION QUARTERLY. - ISSN 0740-624X. - STAMPA. - 38:4(2021). [10.1016/j.giq.2021.101619] 1-gen-2021 Antonio VetròMarco TorchianoMariachiara Mecati Articolo_balance_GIQ___Revisione_1.pdf1-s2.0-S0740624X21000551-main.pdf
Detecting Discrimination Risk in Automated Decision-Making Systems with Balance Measures on Input Data / Mecati, Mariachiara; Vetro, Antonio; Torchiano, Marco. - (2021), pp. 4287-4296. (Intervento presentato al convegno 2021 IEEE International Conference on Big Data (IEEE BigData 2021) - First International Workshop on Data Science for equality, inclusion and well-being challenges (DS4EIW 2021) tenutosi a Orlando, FL, USA nel 15-18 Dec. 2021) [10.1109/BigData52589.2021.9671443]. 1-gen-2021 Mecati, MariachiaraVetro, AntonioTorchiano, Marco Detecting_Discrimination_Risk_in_Automated_Decision-Making_Systems_with_Balance_Measures_on_Input_Data.pdfLAST-Paper_DS4EIW.pdf
Reproducibility Package for 'A Data Quality Approach to the Identification of Discrimination Risk in Automated Decision Making Systems' / Vetrò, Antonio; Torchiano, Marco; Mecati, Mariachiara. - (2021). [10.24433/CO.0509748.v3] 1-gen-2021 Vetrò, AntonioTorchiano, MarcoMariachiara, Mecati -
Different shades of “FAIRNESS” in automated decision-making / Mecati, Mariachiara. - (2020). 1-gen-2020 mecati, mariachiara -
Identifying Risks in Datasets for Automated Decision–Making / Mecati, Mariachiara; Cannavò, Flavio Emanuele; Vetrò, Antonio; Torchiano, Marco. - STAMPA. - 12219:(2020), pp. 332-344. (Intervento presentato al convegno EGOV2020 – IFIP EGOV-CeDEM-EPART 2020 tenutosi a Linköping University (Sweden) nel 31 August (Monday) – 2 September (Wednesday), 2020) [10.1007/978-3-030-57599-1_25]. 1-gen-2020 Mecati, MariachiaraCannavò, Flavio EmanueleVetrò, AntonioTorchiano, Marco DEFINITIVO_Paper_EGOV2020.pdfPUB-2020-egov-risks.pdf
Quantitative methods in ocular fundus imaging: Analysis of retinal microvasculature / Labate, Demetrio; Pahari, Basanta R.; Hoteit, Sabrine; Mecati, Mariachiara. - ELETTRONICO. - (2020), pp. 157-174. (Intervento presentato al convegno ATFA19: Aspects of Time-Frequency Analysis tenutosi a Torino (ITA) nel June 25-27, 2019) [10.1007/978-3-030-56005-8_9]. 1-gen-2020 Mecati, Mariachiara + Labate2020_Chapter_QuantitativeMethodsInOcularFun.pdf
Reproducibility Package for 'Identifying risks in datasets for automated decision–making' / Mecati, Mariachiara; Cannavò, Flavio Emanuele; Vetrò, Antonio; Torchiano, Marco. - (2020). [10.24433/CO.5067135.v2] 1-gen-2020 Mecati, MariachiaraCannavò, Flavio EmanueleVetrò, AntonioTorchiano, Marco -