Concepedia

Concept

robust modeling

Parents

11.2K

Publications

801.6K

Citations

24K

Authors

4.6K

Institutions

Influence-Function Robust Modeling

1972 - 1979

During this period, robustness became anchored in formal diagnostic tools and adaptive estimation. The development of influence-based diagnostics enabled precise assessment of how individual observations affect estimators, while iterative weighting schemes produced computationally practical robust estimators. Nonparametric smoothing through cross-validation provided a reliable guard against overfitting and noise, and robust approaches for linear state estimation extended robustness into dynamic settings.

Adaptive Robust Probabilistic Modeling

1980 - 2000

Robust Nonlinear Ensemble Estimation

2001 - 2007

Robust Multiway Inference

2008 - 2014

Robust Modeling under Contamination

2015 - 2021

Noise-Robust Dynamical Modeling

2022 - 2024