Wasserstein-based fairness interpretability framework for machine learning models von Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Franks, Ryan, Ravi Kannan, Arjun

Volltext

On marginal feature attributions of tree-based models von Filom, Khashayar, Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Kannan, Arjun Ravi

Volltext

Approximation of group explainers with coalition structure using Monte Carlo sampling on the product space of coalitions and features von Kotsiopoulos, Konstandinos, Miroshnikov, Alexey, Filom, Khashayar, Kannan, Arjun Ravi

Volltext bestellen

Computing System and Method for Applying Monte Carlo Estimation to Determine the Contribution of Independent Input Variables Within Dependent Variable Groups on the Output of a Dat... von Kannan, Arjun Ravi, Miroshnikov, Alexey, Kotsiopoulos, Konstandinos

Volltext bestellen

Computing System and Method for Applying Monte Carlo Estimation to Determine the Contribution of Independent Input Variables Within Dependent Variable Groups on the Output of a Dat... von Kannan, Arjun Ravi, Miroshnikov, Alexey, Kotsiopoulos, Konstandinos

Volltext bestellen

Computing System and Method for Applying Monte Carlo Estimation to Determine the Contribution of Dependent Input Variable Groups on the Output of a Data Science Model von Kannan, Arjun Ravi, Miroshnikov, Alexey, Kotsiopoulos, Konstandinos

Volltext bestellen

Wasserstein-based fairness interpretability framework for machine learning models von Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Franks, Ryan, Kannan, Arjun Ravi

Volltext

Model-agnostic bias mitigation methods with regressor distribution control for Wasserstein-based fairness metrics von Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Franks, Ryan, Kannan, Arjun Ravi

Volltext bestellen

Asymptotic properties and approximation of Bayesian logspline density estimators for communication-free parallel computing methods von Kotsiopoulos, Konstandinos, Miroshnikov, Alexey, Conlon, Erin

Volltext

Stability theory of game-theoretic group feature explanations for machine learning models von Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Filom, Khashayar, Kannan, Arjun Ravi

Volltext bestellen

Stability theory of game-theoretic group feature explanations for machine learning models von Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Filom, Khashayar, Kannan, Arjun Ravi

Volltext

Approximation of group explainers with coalition structure using Monte Carlo sampling on the product space of coalitions and features von Kotsiopoulos, Konstandinos, Miroshnikov, Alexey, Filom, Khashayar, Kannan, Arjun Ravi

Volltext

Asymptotic properties and approximation of Bayesian logspline density estimators for communication-free parallel computing methods von Kotsiopoulos, Konstandinos, Miroshnikov, Alexey, Conlon, Erin

Volltext bestellen

SYSTEM AND METHOD FOR MITIGATING BIAS IN CLASSIFICATION SCORES GENERATED BY MACHINE LEARNING MODELS von Kannan, Arjun Ravi, Kulkarni, Raghu, Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Dickerson, Steven

Volltext bestellen

System and method for utilizing grouped partial dependence plots and shapley additive explanations in the generation of adverse action reason codes von Kannan, Arjun Ravi, Kulkarni, Raghu, Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Dickerson, Steven

Volltext bestellen

System and method for mitigating bias in classification scores generated by machine learning models von Kannan, Arjun Ravi, Kulkarni, Raghu, Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Dickerson, Steven

Volltext bestellen

COMPUTING SYSTEM AND METHOD FOR CREATING A DATA SCIENCE MODEL HAVING REDUCED BIAS von KOTSIOPOULOS, Konstandinos, DICKERSON, Steven, KANNAN, Arjun Ravi, KULKARNI, Raghu, MIROSHNIKOV, Alexey, FRANKS, Ryan

Volltext bestellen

Model-agnostic bias mitigation methods with regressor distribution control for Wasserstein-based fairness metrics von Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Franks, Ryan, Kannan, Arjun Ravi

Volltext

COMPUTING SYSTEM AND METHOD FOR CREATING A DATA SCIENCE MODEL HAVING REDUCED BIAS von Kannan, Arjun Ravi, Franks, Ryan, Kulkarni, Raghu, Miroshnikov, Alexey, Kotsiopoulos, Konstandinos, Dickerson, Steven

Volltext bestellen

SYSTEM AND METHOD FOR UTILIZING GROUPED PARTIAL DEPENDENCE PLOTS AND GAME-THEORETIC CONCEPTS AND THEIR EXTENSIONS IN THE GENERATION OF ADVERSE ACTION REASON CODES von KOTSIOPOULOS, Konstandinos, DICKERSON, Steven, KANNAN, Arjun Ravi, KULKARNI, Raghu, MIROSHNIKOV, Alexey

Volltext bestellen