Modern Nonparametric, Robust and Multivariate Methods : Festschrift in Honour of Hannu Oja / / edited by Klaus Nordhausen, Sara Taskinen |
Edizione | [1st ed. 2015.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2015 |
Descrizione fisica | 1 online resource (513 p.) |
Disciplina | 519.5 |
Soggetto topico |
Statistics
Signal processing Image processing Speech processing systems Statistical Theory and Methods Signal, Image and Speech Processing Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences |
ISBN | 3-319-22404-2 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Foreword -- Preface -- Part I: Remarks About Hannu Oja’s Career and Publications -- Part II: Univariate Nonparametric and Robust Methods -- Part III: Nonparametric and Robust Methods for Multivariate and Functional Data -- Part IV: Invariant Coordinate Selection and Related Methods. |
Record Nr. | UNINA-9910300256803321 |
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2015 | ||
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Lo trovi qui: Univ. Federico II | ||
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Robust and Multivariate Statistical Methods : Festschrift in Honor of David E. Tyler / / Mengxi Yi and Klaus Nordhausen, editors |
Edizione | [First edition.] |
Pubbl/distr/stampa | Cham, Switzerland : , : Springer, , [2023] |
Descrizione fisica | 1 online resource (XVIII, 495 p. 114 illus., 95 illus. in color.) |
Disciplina | 006.31 |
Soggetto topico |
Machine learning
Multivariate analysis Robust statistics |
ISBN | 3-031-22687-9 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Part I About David E. Tyler’s Publications -- An Analysis of David E. Tyler’s Publication and Coauthor Network. A Review of Tyler’s Shape Matrix and Its Extensions -- Part II Multivariate Theory and Methods -- On the Asymptotic Behavior of the Leading Eigenvector of Tyler’s Shape Estimator Under Weak Identifiability -- On Minimax Shrinkage Estimation with Variable Selection -- On the Finite-Sample Performance of Measure-Transportation-Based Multivariate Rank Tests -- Refining Invariant Coordinate Selection via Local Projection Pursuit -- Directional Distributions and the Half-Angle Principle -- Part III Robust Theory and Methods -- Power M-Estimators for Location and Scatter -- On Robust Estimators of a Sphericity Measure in High Dimension -- Detecting Outliers in Compositional Data Using Invariant Coordinate Selection -- Robust Forecasting of Multiple Time Series with One-Sided Dynamic Principal Components -- Robust and Sparse Estimation of Graphical Models Based on Multivariate Winsorization -- Robustly Fitting Gaussian Graphical Models—the RPackage robFitConGraph -- Robust Estimation of General Linear Mixed Effects Models -- Asymptotic Behaviour of Penalized Robust Estimators in Logistic Regression When Dimension Increases -- Conditional Distribution-Based Downweighting for Robust Estimation of Logistic Regression Models -- Bias Calibration for Robust Estimation in Small Areas -- The Diverging Definition of Robustness in Statistics and Computer Vision -- Part IV Other Methods -- Power Calculations and Critical Values for Two-Stage Nonparametric Testing Regimes -- Data Nuggets in Supervised Learning -- Improved Convergence Rates of Normal Extremes -- Local Spectral Analysis of Qualitative Sequences via Minimum Description Length. |
Record Nr. | UNINA-9910717428603321 |
Cham, Switzerland : , : Springer, , [2023] | ||
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Lo trovi qui: Univ. Federico II | ||
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