| A United States fair lending perspective on machine learning P Hall, B Cox, S Dickerson, A Ravi Kannan, R Kulkarni, N Schmidt Frontiers in Artificial Intelligence 4, 695301, 2021 | 23 | 2021 |
| Wasserstein-based fairness interpretability framework for machine learning models A Miroshnikov, K Kotsiopoulos, R Franks, A Ravi Kannan Machine Learning 111 (9), 3307-3357, 2022 | 19 | 2022 |
| System and method for mitigating bias in classification scores generated by machine learning models A Miroshnikov, K Kotsiopoulos, AR Kannan, R Kulkarni, S Dickerson US Patent 12,002,258, 2024 | 9 | 2024 |
| Mutual information-based group explainers with coalition structure for machine learning model explanations A Miroshnikov, K Kotsiopoulos, AR Kannan arXiv preprint arXiv:2102.10878, 2021 | 9 | 2021 |
| On marginal feature attributions of tree-based models K Filom, A Miroshnikov, K Kotsiopoulos, AR Kannan arXiv preprint arXiv:2302.08434, 2023 | 5 | 2023 |
| Model-agnostic bias mitigation methods with regressor distribution control for Wasserstein-based fairness metrics A Miroshnikov, K Kotsiopoulos, R Franks, AR Kannan arXiv preprint arXiv:2111.11259, 2021 | 4 | 2021 |
| Mechanistic interpretability of large language models with applications to the financial services industry A Golgoon, K Filom, A Ravi Kannan Proceedings of the 5th ACM International Conference on AI in Finance, 660-668, 2024 | 3 | 2024 |
| Computing system and method for creating a data science model having reduced bias A Miroshnikov, K Kotsiopoulos, AR Kannan, R Kulkarni, S Dickerson, ... US Patent App. 17/900,753, 2022 | 3 | 2022 |
| System and method for utilizing grouped partial dependence plots and shapley additive explanations in the generation of adverse action reason codes A Miroshnikov, K Kotsiopoulos, AR Kannan, R Kulkarni, S Dickerson US Patent 12,050,975, 2024 | 2 | 2024 |
| Approximation of group explainers with coalition structure using Monte Carlo sampling on the product space of coalitions and features K Kotsiopoulos, A Miroshnikov, K Filom, AR Kannan arXiv preprint arXiv:2303.10216, 2023 | 2 | 2023 |
| System and method for utilizing grouped partial dependence plots and game-theoretic concepts and their extensions in the generation of adverse action reason codes A Miroshnikov, K Kotsiopoulos, AR Kannan, R Kulkarni, S Dickerson US Patent App. 17/322,828, 2021 | 2 | 2021 |
| MS-IMAP--A Multi-Scale Graph Embedding Approach for Interpretable Manifold Learning S Deutsch, L Yelibi, AT Lin, AR Kannan arXiv preprint arXiv:2406.02778, 2024 | 1 | 2024 |
| Stability theory of game-theoretic group feature explanations for machine learning models A Miroshnikov, K Kotsiopoulos, K Filom, AR Kannan arXiv preprint arXiv:2102.10878, 2021 | 1 | 2021 |
| Agentic AI Systems Applied to tasks in Financial Services: Modeling and model risk management crews I Okpala, A Golgoon, AR Kannan arXiv preprint arXiv:2502.05439, 2025 | | 2025 |
| System and method for utilizing grouped partial dependence plots and shapley additive explanations in the generation of adverse action reason codes A Miroshnikov, K Kotsiopoulos, AR Kannan, R Kulkarni, S Dickerson US Patent App. 18/787,656, 2025 | | 2025 |
| MBExplainer: Multilevel bandit-based explanations for downstream models with augmented graph embeddings A Golgoon, R Franks, K Filom, AR Kannan arXiv preprint arXiv:2411.00287, 2024 | | 2024 |
| Computer systems and methods for building and analyzing data graphs K Fernandes, A Golgoon, AR Kannan US Patent App. 18/304,272, 2024 | | 2024 |
| System and method for mitigating bias in classification scores generated by machine learning models A Miroshnikov, K Kotsiopoulos, AR Kannan, R Kulkarni, S Dickerson US Patent App. 18/677,329, 2024 | | 2024 |
| 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 … K Kotsiopoulos, A Miroshnikov, AR Kannan US Patent App. 18/111,825, 2024 | | 2024 |
| 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 … K Kotsiopoulos, A Miroshnikov, AR Kannan US Patent App. 18/111,826, 2024 | | 2024 |
Khashayar FilomUniversity of MichiganПідтверджена електронна адреса в umich.edu
