- Robust Gaussian Process Regression with Huber Likelihood
2023/01/19 by Pooja Algikar, Algikar, Pooja, Lamine Mili +1 · 2 citations
Chemistry · Computer Science · Mathematics · #Advanced Statistical Methods and Models #Applications (stat.AP) #Applied mathematics #Bayesian probability #Cauchy distribution #Covariance #FOS: Computer and information sciences #Gaussian #Gaussian Processes and Bayesian Inference #Gaussian process #Heteroscedasticity #Homoscedasticity #Machine Learning (stat.ML) #Mathematics #Outlier #Posterior probability #Robust regression #Spectroscopy and Chemometric Analyses #Statistics
- Differentially Private Regression with Unbounded Covariates
2022/02/19 by Jason Milionis, Milionis, Jason, Alkis Kalavasis +5 · 2 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Artificial intelligence #Bayesian multivariate linear regression #Computer science #Covariance #Covariate #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Gaussian #Linear regression #Local regression #Logistic regression #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematics #Polynomial regression #Privacy-Preserving Technologies in Data #Proper linear model #Random Matrices and Applications #Regression #Regression analysis #Robust regression #Statistics #Support vector machine
- Penalized Weighted Least Squares for Outlier Detection and Robust Regression
2016/03/24 by Xiaoli Gao, Gao, Xiaoli, Yixin Fang +1 · 1 citation
Decision Sciences · Engineering · Mathematics · #Advanced Statistical Methods and Models #Advanced Statistical Process Monitoring #Algorithm #Anomaly detection #Artificial intelligence #Bayesian probability #Computer science #FOS: Computer and information sciences #Fault Detection and Control Systems #Lasso (programming language) #Least trimmed squares #Least-squares function approximation #Mathematics #Methodology (stat.ME) #Outlier #Partial least squares regression #Pattern recognition (psychology) #Regression #Regression analysis #Robust regression #Statistics #Total least squares #Transformation (genetics) #stat.ME
- Doubly Robust Estimation of Causal Effects
2011/03/08 by Michele Jonsson Funk, Michele Jönsson Funk, Daniel Westreich +5 · 75 citations
Engineering · Mathematics · #Advanced Causal Inference Techniques #Causal inference #Computer science #Econometrics #Engineering #Estimation #Estimator #Macro #Mathematics #Outcome (game theory) #Propensity score matching #Regression #Regression analysis #Robust regression #Robust statistics #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics
- Robust statistics for outlier detection
2011/01/01 by Peter J. Rousseeuw, Mia Hubert · 1 citation
Mathematics · Decision Sciences · Computer Science · #Advanced Statistical Methods and Models #Advanced Statistical Process Monitoring #Anomaly Detection Techniques and Applications #Outlier #Univariate #Anomaly detection #Robust statistics #Data mining #Cluster analysis #Principal component analysis #Computer science #Robust regression #Robust principal component analysis #Statistics #Multivariate statistics #Artificial intelligence #Machine learning #Mathematics
- A Modified Least-Squares Regression Approach to the Estimation of Risk Difference
2007/08/28 by Y. B. Cheung, YB Cheung · 29 citations
Decision Sciences · Mathematics · #Advanced Statistical Methods and Models #Econometrics #Estimator #Generalized least squares #Least-squares function approximation #Mathematics #Negative binomial distribution #Optimal Experimental Design Methods #Ordinary least squares #Regression #Regression analysis #Robust regression #Sample size determination #Simple linear regression #Standard error #Statistical Methods and Inference #Statistics #Total least squares
- Robust Regression and Outlier Detection
1987/10/19 by Peter J. Rousseeuw, Annick M. Leroy · 2 citations
Mathematics · Engineering · #Advanced Statistical Methods and Models #Fault Detection and Control Systems #Outlier #Robust regression #Anomaly detection #Regression #Computer science #Artificial intelligence #Statistics #Pattern recognition (psychology) #Mathematics
- Incorrect least-squares regression coefficients in method-comparison analysis.
1979/03/01 by P. Joanne Cornbleet, Nathan Gochman · 1 citation
Mathematics · Chemistry · #Advanced Statistical Methods and Models #Statistical and numerical algorithms #Spectroscopy and Chemometric Analyses #Least trimmed squares #Statistics #Robust regression #Mathematics #Standard deviation #Outlier #Total least squares #Least-squares function approximation #Standard error #Regression analysis #Linear regression #Explained sum of squares #Generalized least squares #Partial least squares regression #Regression #Regression diagnostic #Ordinary least squares #Residual sum of squares #Data set #Simple linear regression #Polynomial regression