MECATI, MARIACHIARA
MECATI, MARIACHIARA
Dipartimento di Automatica e Informatica
049971
A Study on Data Imbalance: Using Metrics on Input Data to Foresee Bias and Fairness in Classification Outcomes
2023 Mecati, Mariachiara
Measuring Imbalance on Intersectional Protected Attributes and on Target Variable to Forecast Unfair Classifications
2023 Mecati, Mariachiara; Torchiano, Marco; Vetro, Antonio; De Martin, Juan Carlos
Appendix for "Identifying Imbalance Thresholds in Input Data to Achieve Desired Levels of Algorithmic Fairness"
2022 Mecati, Mariachiara; Adrignola, Andrea; Vetro, Antonio; Torchiano, Marco
Detecting Risk of Biased Output with Balance Measures
2022 Mecati, Mariachiara; Vetro', Antonio; Torchiano, Marco
Identifying Imbalance Thresholds in Input Data to Achieve Desired Levels of Algorithmic Fairness
2022 Mecati, Mariachiara; Adrignola, Andrea; Vetro, Antonio; Torchiano, Marco
A data quality approach to the identification of discrimination risk in automated decision making systems
2021 Vetrò, Antonio; Torchiano, Marco; Mecati, Mariachiara
Detecting Discrimination Risk in Automated Decision-Making Systems with Balance Measures on Input Data
2021 Mecati, Mariachiara; Vetro, Antonio; Torchiano, Marco
Reproducibility Package for 'A Data Quality Approach to the Identification of Discrimination Risk in Automated Decision Making Systems'
2021 Vetrò, Antonio; Torchiano, Marco; Mecati, Mariachiara
Different shades of “FAIRNESS” in automated decision-making
2020 Mecati, Mariachiara
Identifying Risks in Datasets for Automated Decision–Making
2020 Mecati, Mariachiara; Cannavò, Flavio Emanuele; Vetrò, Antonio; Torchiano, Marco
Quantitative methods in ocular fundus imaging: Analysis of retinal microvasculature
2020 Labate, Demetrio; Pahari, Basanta R.; Hoteit, Sabrine; Mecati, Mariachiara
Reproducibility Package for 'Identifying risks in datasets for automated decision–making'
2020 Mecati, Mariachiara; Cannavò, Flavio Emanuele; Vetrò, Antonio; Torchiano, Marco
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.pdf; phd_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.pdf; Measuring_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.pdf; 3530787.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.pdf; Paper_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.pdf; 1-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.pdf; LAST-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.pdf; PUB-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 | - |