عنوان
پدید آورنده
موضوع
رده
QA276 .Z68 2018eb
QA276
.
Z68
2018eb
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
1108582753
(Number (ISBN
1139084291
(Number (ISBN
9781108582759
(Number (ISBN
9781139084291
Erroneous ISBN
1107017416
Erroneous ISBN
9781107017412
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Robust statistics for signal processing /
General Material Designation
[Book]
First Statement of Responsibility
Abdelhak M. Zoubir, Technische Universität, Darmstadt, Germany, Visa Koivunen, Aalto University, Finland, Esa Ollila Aalto University, Finland, Michael Muma Technische Universität, Darmstadt, Germany.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
New York, NY, USA :
Name of Publisher, Distributor, etc.
Cambridge University Press,
Date of Publication, Distribution, etc.
2018.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references and index.
CONTENTS NOTE
Text of Note
Cover; Half-title; Title page; Copyright information; Contents; Preface; Abbreviations; List of Symbols; 1 Introduction and Foundations; 1.1 History of Robust Statistics; 1.2 Robust M-estimators for Single-Channel Data; 1.2.1 Location and Scale Estimation; Maximum Likelihood Estimation of Location and Scale; M-estimation of Location and Scale; 1.3 Measures of Robustness; 1.3.1 The Influence Function and Qualitative Robustness; Sensitivity Curve; The Influence Function; Qualitative Robustness of an Estimator; 1.3.2 The Breakdown Point and Quantitative Robustness; The Breakdown Point
Text of Note
2.5 ML- and M-estimates of Regression with an Auxiliary Scale Estimate2.5.1 Objective Function Approach vs. Estimating Equation Approach; 2.5.2 Examples of Loss Functions; 2.5.3 Computation Using the Iteratively Reweighted Least Squares Algorithm; 2.6 Joint M-estimation of Regression and Scale Using Huber's Criterion; 2.6.1 Minimization-Majorization Algorithm; 2.6.2 Minimization-Majorization Algorithm for Huber's Criterion; 2.7 Measures of Robustness; 2.7.1 Outliers in the Linear Regression Model; 2.7.2 (p+1)-dimensional Influence Function; 2.7.3 Breakdown Point
Text of Note
3.3.2 Subgradient Equations for the Lasso/Elastic Net3.3.3 Computation of the Lasso/Elastic Net; Cyclic Coordinate Descent Algorithm; Pathwise Coordinate Descent; 3.4 The Least Absolute Deviation-Lasso and the Rank-Lasso; 3.4.1 Simple Linear Regression (p = 1); 3.4.2 The Computation of Least Absolute Deviation-Lasso and Rank-Lasso Estimates: p> 1 Case; 3.4.3 The Fused Rank-Lasso; Image Denoising Example; 3.5 Joint Penalized M-estimation of Regression and Scale; 3.5.1 Algorithm; 3.6 Penalty Parameter Selection; 3.7 Application Example: Prostate Cancer; 3.8 Concluding Remarks
Text of Note
The Maximum-Bias Curve1.4 Concluding Remarks; 2 Robust Estimation: The Linear Regression Model; 2.1 Complex Derivatives and Optimization; 2.2 The Linear Model and Organization of the Chapter; 2.3 The Least Squares Estimator; 2.4 Least Absolute Deviation and Rank-Least Absolute Deviation Regression; 2.4.1 Simple Linear Regression without an Intercept; Weighted Median Regression: The Real-Valued Case; Weighted Median Regression: The Complex-Valued Case; 2.4.2 Simple Linear Regression with Intercept; 2.4.3 Computation of Least Absolute Deviation and Rank-Least Absolute Deviation Estimates
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SUMMARY OR ABSTRACT
Text of Note
Understand the benefits of robust statistics for signal processing using this unique and authoritative text.
TOPICAL NAME USED AS SUBJECT
Robust statistics.
Signal processing-- Mathematics.
MATHEMATICS-- Applied.
MATHEMATICS-- Probability & Statistics-- General.
Robust statistics.
Signal processing-- Mathematics.
(SUBJECT CATEGORY (Provisional
MAT-- 003000
MAT-- 029000
DEWEY DECIMAL CLASSIFICATION
Number
519
.
5
Edition
23
LIBRARY OF CONGRESS CLASSIFICATION
Class number
QA276
Book number
.
Z68
2018eb
PERSONAL NAME - PRIMARY RESPONSIBILITY
Zoubir, Abdelhak M.
PERSONAL NAME - ALTERNATIVE RESPONSIBILITY
Koivunen, Visa
Muma, Michael,1981-
Ollila, Esa,1974-
ORIGINATING SOURCE
Date of Transaction
20200822145522.0
Cataloguing Rules (Descriptive Conventions))
pn
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
