A novel probabilistic method for robust parametric identification and outlier detection
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Beckman, 1983, Outlier..........s, Technometrics, 25, 119
Hawkins, 1980
Barnett, 1994
Ruts, 1996, Computing depth contours of bivariate point clouds, Computational Statistics & Data Analysis, 23, 153, 10.1016/S0167-9473(96)00027-8
Knorr, 1998, Algorithms for mining distance-based outliers in large datasets, 392
Worden, 2000, Damage detection using outlier analysis, Journal of Sound and Vibration, 229, 647, 10.1006/jsvi.1999.2514
Struzik, 2002, Wavelet transform based multifractal formalism in outlier detection and localisation for financial time series, Physica A: Statistical Mechanics and its Applications, 309, 388, 10.1016/S0378-4371(02)00552-6
Lazarevic A, Ozgur A, Ertoz L, Srivastava J, Kumar V. A comparative study of anomaly detection schemes in network intrusion detection. In: Proceedings of the third SIAM international conference on data mining. 2003.
Cook, 1977, Detection of influential observation in linear regression, Technometrics, 19, 15, 10.2307/1268249
Cook, 1982
Belsley, 2005, Frontmatter, i
Edgeworth, 1887, On observations relating to several quantities, Hermathena, 6, 279
Huber, 1973, Robust regression: asymptotics, conjectures and Monte Carlo, The Annals of Statistics, 1, 799, 10.1214/aos/1176342503
Huber, 1981
Jureckova, 1971, Nonparametric estimate of regression coefficients, The Annals of Mathematical Statistics, 42, 1328, 10.1214/aoms/1177693245
Koenker, 1987, L-estimation for linear models, Journal of the American Statistical Association, 82, 851
Krasker, 1982, Efficient bounded-influence regression estimation, Journal of the American Statistical Association, 77, 595, 10.1080/01621459.1982.10477855
Maronna, 1981, Asymptotic behavior of general M-estimates for regression and scale with random carriers, Probability Theory and Related Fields, 58, 7
Rousseeuw, 1984, Least median of squares regression, Journal of the American Statistical Association, 79, 871, 10.1080/01621459.1984.10477105
Rousseeuw, 1984, Robust regression by means of S-estimators, 256
Yohai, 1987, High breakdown-point and high efficiency robust estimates for regression, The Annals of Statistics, 15, 642, 10.1214/aos/1176350366
Yohai, 1988, High breakdown-point estimates of regression by means of the minimization of an efficient scale, Journal of the American Statistical Association, 83, 406, 10.1080/01621459.1988.10478611
Jaynes, 1974
Zellner, 1996
Beck, 1998, Updating models and their uncertainties. I: Bayesian statistical framework, ASCE Journal of Engineering Mechanics, 124, 455, 10.1061/(ASCE)0733-9399(1998)124:4(455)
Beck, 2010, Bayesian system identification based on probability logic, Structural Control and Health Monitoring, 17, 825, 10.1002/stc.424
Yuen, 2010
Hoi, 2009, Prediction of daily averaged PM10 concentrations by statistical time-varying model, Atmospheric Environment, 43, 2579, 10.1016/j.atmosenv.2009.02.020
Yuen, 2006, Unified probabilistic approach for model updating and damage detection, Journal of Applied Mechanics (ASME), 73, 555, 10.1115/1.2150235
Yuen, 2010, Ambient interference in long-term monitoring of buildings, Engineering Structures, 32, 2379, 10.1016/j.engstruct.2010.04.012
Yuen, 2011, Bayesian methods for updating dynamic models, Applied Mechanics Reviews, 64, 010802-1, 10.1115/1.4004479
Yan, 2009, Bayesian probabilistic approach for the correlations of compression index for marine clays, ASCE Journal of Geotechnical and Geoenvironmental Engineering, 135, 1932, 10.1061/(ASCE)GT.1943-5606.0000157
Yuen, 2011, Peak ground acceleration estimation by linear and nonlinear models with reduced order Monte Carlo simulation, Computer-Aided Civil and Infrastructure Engineering, 26, 30
Chaloner, 1988, A Bayesian approach to outlier detection and residual analysis, Biometrika, 75, 651, 10.1093/biomet/75.4.651
Zellner, 1975, Bayesian analysis of regression error terms, Journal of the American Statistical Association, 70, 138, 10.1080/01621459.1975.10480274
Johnson, 1983, A predictive view of the detection and characterization of influential observations in regression analysis, Journal of the American Statistical Association, 78, 137, 10.1080/01621459.1983.10477942
Weiss, 1996, An approach to Bayesian sensitivity analysis, Journal of the Royal Statistical Society. Series B (Methodological), 58, 739, 10.1111/j.2517-6161.1996.tb02112.x
Box, 1980, Sampling and Bayes’ inference in scientific modelling and robustness, Journal of the Royal Statistical Society. Series A (General), 143, 383, 10.2307/2982063
Bayarri, 2003, Bayesian measures of surprise for outlier detection, Journal of Statistical Planning and Inference, 111, 3, 10.1016/S0378-3758(02)00282-3
West, 1984, Outlier models and prior distributions in Bayesian linear regression, Journal of the Royal Statistical Society. Series B (Methodological), 46, 431, 10.1111/j.2517-6161.1984.tb01317.x
Lange, 1989, Robust statistical modeling using the t distribution, Journal of the American Statistical Association, 84, 881
Box, 1968, A Bayesian approach to some outlier problems, Biometrika, 55, 119, 10.1093/biomet/55.1.119
Guttman, 1973, Care and handling of univariate or multivariate outliners in detecting spuriosity: a Bayesian approach, Technometrics, 15, 723
Guttman, 1978, Care and handling of univariate outliers in the general linear model to detect spuriosity: a Bayesian approach, Technometrics, 20, 187
Jaynes, 2003
Hadi, 1997, Maximum trimmed likelihood estimators: a unified approach, examples and algorithms, Computational Statistics & Data Analysis, 25, 251, 10.1016/S0167-9473(97)00011-X
Rousseeuw, 2006, Computing LTS regression for large data sets, Data Mining and Knowledge Discovery, 12, 29, 10.1007/s10618-005-0024-4
Rousseeuw, 1987
Hoaglin, 1978, The hat matrix in regression and ANOVA, The American Statistician, 32, 17, 10.1080/00031305.1978.10479237
Brownlee, 1965