mailitics

Tag: characteristics

  • Fair Classification by Direct Intervention on Operating Characteristics

    Fair Classification by Direct Intervention on Operating Characteristics arXiv:2509.25481v1 Announce Type: new Abstract: We develop new classifiers under group fairness in the attribute-aware setting for binary classification with multiple group fairness constraints (e.g., demographic parity (DP), equalized odds (EO), and predictive parity (PP)). We propose a novel approach, applicable to linear fractional constraints, based on…

  • Physics constrained learning of stochastic characteristics

    Physics constrained learning of stochastic characteristics arXiv:2507.12661v1 Announce Type: new Abstract: Accurate state estimation requires careful consideration of uncertainty surrounding the process and measurement models; these characteristics are usually not well-known and need an experienced designer to select the covariance matrices. An error in the selection of covariance matrices could impact the accuracy of the…