Post-Shrinkage Strategies in Statistical and Machine Learning for High Dimensional Data

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Publisher : CRC Press
ISBN 13 : 1000876659
Total Pages : 409 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Post-Shrinkage Strategies in Statistical and Machine Learning for High Dimensional Data by : Syed Ejaz Ahmed

Download or read book Post-Shrinkage Strategies in Statistical and Machine Learning for High Dimensional Data written by Syed Ejaz Ahmed and published by CRC Press. This book was released on 2023-05-25 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents some post-estimation and predictions strategies for the host of useful statistical models with applications in data science. It combines statistical learning and machine learning techniques in a unique and optimal way. It is well-known that machine learning methods are subject to many issues relating to bias, and consequently the mean squared error and prediction error may explode. For this reason, we suggest shrinkage strategies to control the bias by combining a submodel selected by a penalized method with a model with many features. Further, the suggested shrinkage methodology can be successfully implemented for high dimensional data analysis. Many researchers in statistics and medical sciences work with big data. They need to analyse this data through statistical modelling. Estimating the model parameters accurately is an important part of the data analysis. This book may be a repository for developing improve estimation strategies for statisticians. This book will help researchers and practitioners for their teaching and advanced research, and is an excellent textbook for advanced undergraduate and graduate courses involving shrinkage, statistical, and machine learning. The book succinctly reveals the bias inherited in machine learning method and successfully provides tools, tricks and tips to deal with the bias issue. Expertly sheds light on the fundamental reasoning for model selection and post estimation using shrinkage and related strategies. This presentation is fundamental, because shrinkage and other methods appropriate for model selection and estimation problems and there is a growing interest in this area to fill the gap between competitive strategies. Application of these strategies to real life data set from many walks of life. Analytical results are fully corroborated by numerical work and numerous worked examples are included in each chapter with numerous graphs for data visualization. The presentation and style of the book clearly makes it accessible to a broad audience. It offers rich, concise expositions of each strategy and clearly describes how to use each estimation strategy for the problem at hand. This book emphasizes that statistics/statisticians can play a dominant role in solving Big Data problems, and will put them on the precipice of scientific discovery. The book contributes novel methodologies for HDDA and will open a door for continued research in this hot area. The practical impact of the proposed work stems from wide applications. The developed computational packages will aid in analyzing a broad range of applications in many walks of life.

Statistical Data Mining and Knowledge Discovery

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Publisher : CRC Press
ISBN 13 : 0203497155
Total Pages : 624 pages
Book Rating : 4.2/5 (34 download)

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Book Synopsis Statistical Data Mining and Knowledge Discovery by : Hamparsum Bozdogan

Download or read book Statistical Data Mining and Knowledge Discovery written by Hamparsum Bozdogan and published by CRC Press. This book was released on 2003-07-29 with total page 624 pages. Available in PDF, EPUB and Kindle. Book excerpt: Massive data sets pose a great challenge to many cross-disciplinary fields, including statistics. The high dimensionality and different data types and structures have now outstripped the capabilities of traditional statistical, graphical, and data visualization tools. Extracting useful information from such large data sets calls for novel approache

Applied Statistical Science III

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Publisher :
ISBN 13 : 9781560725817
Total Pages : 458 pages
Book Rating : 4.7/5 (258 download)

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Book Synopsis Applied Statistical Science III by : Mohammad Ahsanullah

Download or read book Applied Statistical Science III written by Mohammad Ahsanullah and published by . This book was released on 1998 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: CONTENTS: Partially Adaptive Rank and Regression Rank Scores Tests in Linear Models; An Analysis of Nonoparametric Smoothers; Supercritical Branching Random Walk in D-Dimensional Random Environment; Lack of Fit Tests in Regression With Non-Random Design; Asymptotics of the Deepest Line; Multivariate Rank Statistics Processes and Change Point Analysis; Improved Estimation of the Parameters of an Autoagressive Gaussian Process Under Uncertain Restrictions; Testing Normality For Censored Data; Large Sample theory For Estimators of the Moments Based On Synthetic Data Under Randomly Right-Censoring; The Stein Phenomenon in Simultaneous Estimation: A Review; Two Techniques of Integration By Parts and Some Applications; Conditional Confidence Intervals of Regression Coefficients Following Rejection of Preliminary Test; Order Preserving Estimators of Eigenvalues of the Scale Matrix in the Multivariate F Distribution Under Stein's Loss Function; Sequential Estimation of the Man of An Exponential Distribution Via Partial Piece Wise Sampling; Recent Developments on Probability Matching Priors; On the Informative Presentation of Likelihood; Bahadur Risk, Exponential Families and Recursive Estimation; Some Quick Estimators Based on Sample Maxima; Inferences of Power Function Distribution Based on Ordered Random Variables; Estimation of the Location Parameter of A Cauchy Distribution Using A Ranked Set Sample; On A Delayed Service Queuing System With Random Server Capacity and Impatient Customers; Canonical Co-ordinated for Graphical Representation of Multivariate Data; Some Single Use Confidence Regions in Multivariate Calibration Problem; The Likelihood Ratio Test of Non-Nested Linear Regression Models; Exact Power of Classical Tests for Bivariate Linear Hypothesis; Characterisation of the Gamma and the Complex Case Wishart Densities; Jack-knife and Robust Estimation for the Parameters in Pharmocokinetes.

Asymptotics in Statistics and Probability

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Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110942003
Total Pages : 456 pages
Book Rating : 4.1/5 (19 download)

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Book Synopsis Asymptotics in Statistics and Probability by : Madan L. Puri

Download or read book Asymptotics in Statistics and Probability written by Madan L. Puri and published by Walter de Gruyter GmbH & Co KG. This book was released on 2018-11-05 with total page 456 pages. Available in PDF, EPUB and Kindle. Book excerpt: No detailed description available for "Asymptotics in Statistics and Probability".

Journal of the American Statistical Association

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Publisher :
ISBN 13 :
Total Pages : 1800 pages
Book Rating : 4.4/5 (91 download)

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Book Synopsis Journal of the American Statistical Association by :

Download or read book Journal of the American Statistical Association written by and published by . This book was released on 2006 with total page 1800 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Applied Statistical Science

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Publisher : Nova Biomedical Books
ISBN 13 :
Total Pages : 194 pages
Book Rating : 4.E/5 ( download)

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Book Synopsis Applied Statistical Science by : Mohammad Ahsanullah

Download or read book Applied Statistical Science written by Mohammad Ahsanullah and published by Nova Biomedical Books. This book was released on 1997 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: Contents: Nonparametric Perspectives in Regression Analysis; Record Values of Univariate Distribution; A Transfer Theorem for Multitype Processes & Applications; The Generalized Order Statistics; Some Inference Aspects of a Social Network; Estimation of Mean Based on an Unbalanced Ranked Set Sample; Lower Bound to Mean Square Error of Estimator in Unequal Probability Sampling; Asymptomic Shrinkage Estimation: The Regression Case; Estimation of Parameters Using Modified Ranked Set Sampling; Certain Families of Distributions.

Advances in the Statistical Sciences: Foundations of Statistical Inference

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Publisher : Springer Science & Business Media
ISBN 13 : 9400947887
Total Pages : 295 pages
Book Rating : 4.4/5 (9 download)

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Book Synopsis Advances in the Statistical Sciences: Foundations of Statistical Inference by : I.B. MacNeill

Download or read book Advances in the Statistical Sciences: Foundations of Statistical Inference written by I.B. MacNeill and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: On May 27-31, 1985, a series of symposia was held at The University of Western Ontario, London, Canada, to celebrate the 70th birthday of Pro fessor V. M. Joshi. These symposia were chosen to reflect Professor Joshi's research interests as well as areas of expertise in statistical science among faculty in the Departments of Statistical and Actuarial Sciences, Economics, Epidemiology and Biostatistics, and Philosophy. From these symposia, the six volumes which comprise the "Joshi Festschrift" have arisen. The 117 articles in this work reflect the broad interests and high quality of research of those who attended our conference. We would like to thank all of the contributors for their superb cooperation in helping us to complete this project. Our deepest gratitude must go to the three people who have spent so much of their time in the past year typing these volumes: Jackie Bell, Lise Constant, and Sandy Tarnowski. This work has been printed from "camera ready" copy produced by our Vax 785 computer and QMS Lasergraphix printers, using the text processing software TEX. At the initiation of this project, we were neophytes in the use of this system. Thank you, Jackie, Lise, and Sandy, for having the persistence and dedication needed to complete this undertaking.

Journal of Statistical Research

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Publisher :
ISBN 13 :
Total Pages : 986 pages
Book Rating : 4.3/5 ( download)

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Book Synopsis Journal of Statistical Research by :

Download or read book Journal of Statistical Research written by and published by . This book was released on 1994 with total page 986 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Crossing Boundaries

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Publisher : IMS
ISBN 13 : 9780940600584
Total Pages : 254 pages
Book Rating : 4.6/5 (5 download)

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Book Synopsis Crossing Boundaries by : John Edward Kolassa

Download or read book Crossing Boundaries written by John Edward Kolassa and published by IMS. This book was released on 2003 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt:

New Developments in Applied Statistics Research

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Publisher : Nova Publishers
ISBN 13 : 9781604561753
Total Pages : 220 pages
Book Rating : 4.5/5 (617 download)

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Book Synopsis New Developments in Applied Statistics Research by : Mohammad Ahsanullah

Download or read book New Developments in Applied Statistics Research written by Mohammad Ahsanullah and published by Nova Publishers. This book was released on 2008 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computers have taken a permanent place in almost every human endeavor in the last 20 years. This infiltration requires a learning process on the part of the people utilising them and realising where and how they can be best used beyond the basic and obvious applications. Statistics is an example of their application in many diverse fields to reach conclusions and make projections never before possible. Beyond this, applied statistics is rapidly becoming not only an instrument, but an integral part of the advance of knowledge. There are many fields such as medicine, biology, weather prediction, military planning, and many others where the statistical studies are essential before the next step can be taken. This book presents recent research in the field from around the globe.

Mathematical Reviews

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Publisher :
ISBN 13 :
Total Pages : 1770 pages
Book Rating : 4.X/5 (6 download)

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Book Synopsis Mathematical Reviews by :

Download or read book Mathematical Reviews written by and published by . This book was released on 2004 with total page 1770 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in the Statistical Sciences

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Publisher :
ISBN 13 :
Total Pages : 316 pages
Book Rating : 4.:/5 (321 download)

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Book Synopsis Advances in the Statistical Sciences by : Ian B. MacNeill

Download or read book Advances in the Statistical Sciences written by Ian B. MacNeill and published by . This book was released on 1987 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Marketing and Research Today

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Publisher :
ISBN 13 :
Total Pages : 558 pages
Book Rating : 4.3/5 (512 download)

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Book Synopsis Marketing and Research Today by :

Download or read book Marketing and Research Today written by and published by . This book was released on 1991 with total page 558 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Recent Developments in Estimation Theory and Related Topics

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Publisher :
ISBN 13 :
Total Pages : 224 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Recent Developments in Estimation Theory and Related Topics by : Edward J. Dudewicz

Download or read book Recent Developments in Estimation Theory and Related Topics written by Edward J. Dudewicz and published by . This book was released on 1993 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Bulletin

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Publisher :
ISBN 13 :
Total Pages : 132 pages
Book Rating : 4.X/5 (2 download)

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Book Synopsis Bulletin by :

Download or read book Bulletin written by and published by . This book was released on 1993 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Bulletin - Institute of Mathematical Statistics

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Publisher :
ISBN 13 :
Total Pages : 674 pages
Book Rating : 4.:/5 (42 download)

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Book Synopsis Bulletin - Institute of Mathematical Statistics by : Institute of Mathematical Statistics

Download or read book Bulletin - Institute of Mathematical Statistics written by Institute of Mathematical Statistics and published by . This book was released on 1993 with total page 674 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Index of Mathematical Papers

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Publisher :
ISBN 13 :
Total Pages : 520 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Index of Mathematical Papers by :

Download or read book Index of Mathematical Papers written by and published by . This book was released on 1974 with total page 520 pages. Available in PDF, EPUB and Kindle. Book excerpt: