Data Gathering Analysis And Protection Of Privacy Through Randomized Response Techniques Qualitative And Quantitative Human Traits

Author : Anonim
Publisher : Elsevier
Page : 544 pages
File Size : 46,7 Mb
Release : 2016-04-20
Category : Mathematics
ISBN : 9780444635716

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Data Gathering, Analysis and Protection of Privacy through Randomized Response Techniques: Qualitative and Quantitative Human Traits by Anonim Pdf

Data Gathering, Analysis and Protection of Privacy through Randomized Response Techniques: Qualitative and Quantitative Human Traits tackles how to gather and analyze data relating to stigmatizing human traits. S.L. Warner invented RRT and published it in JASA, 1965. In the 50 years since, the subject has grown tremendously, with continued growth. This book comprehensively consolidates the literature to commemorate the inception of RR. Brings together all relevant aspects of randomized response and indirect questioning Tackles how to gather and analyze data relating to stigmatizing human traits Gives an encyclopedic coverage of the topic Covers recent developments and extrapolates to future trends

Author : Arijit Chaudhuri
Publisher : Springer Nature
Page : 199 pages
File Size : 40,8 Mb
Release : 2024-05-19
Category : Electronic
ISBN : 9789819996698

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Randomized Response Techniques by Arijit Chaudhuri Pdf

Author : Xinguang Chen,(Din) Ding-Geng Chen
Publisher : Springer Nature
Page : 420 pages
File Size : 50,8 Mb
Release : 2020-04-13
Category : Medical
ISBN : 9783030352608

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Statistical Methods for Global Health and Epidemiology by Xinguang Chen,(Din) Ding-Geng Chen Pdf

This book examines statistical methods and models used in the fields of global health and epidemiology. It includes methods such as innovative probability sampling, data harmonization and encryption, and advanced descriptive, analytical and monitory methods. Program codes using R are included as well as real data examples. Contemporary global health and epidemiology involves a myriad of medical and health challenges, including inequality of treatment, the HIV/AIDS epidemic and its subsequent control, the flu, cancer, tobacco control, drug use, and environmental pollution. In addition to its vast scales and telescopic perspective; addressing global health concerns often involves examining resource-limited populations with large geographic, socioeconomic diversities. Therefore, advancing global health requires new epidemiological design, new data, and new methods for sampling, data processing, and statistical analysis. This book provides global health researchers with methods that will enable access to and utilization of existing data. Featuring contributions from both epidemiological and biostatistical scholars, this book is a practical resource for researchers, practitioners, and students in solving global health problems in research, education, training, and consultation.

Author : Ricardo López-Ruiz
Publisher : BoD – Books on Demand
Page : 207 pages
File Size : 41,5 Mb
Release : 2022-04-06
Category : Computers
ISBN : 9781839697821

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Computational Statistics and Applications by Ricardo López-Ruiz Pdf

Nature evolves mainly in a statistical way. Different strategies, formulas, and conformations are continuously confronted in the natural processes. Some of them are selected and then the evolution continues with a new loop of confrontation for the next generation of phenomena and living beings. Failings are corrected without a previous program or design. The new options generated by different statistical and random scenarios lead to solutions for surviving the present conditions. This is the general panorama for all scrutiny levels of the life cycles. Over three sections, this book examines different statistical questions and techniques in the context of machine learning and clustering methods, the frailty models used in survival analysis, and other studies of statistics applied to diverse problems.

Author : Arijit Chaudhuri,Sanghamitra Pal
Publisher : Springer Nature
Page : 273 pages
File Size : 45,6 Mb
Release : 2022-05-08
Category : Mathematics
ISBN : 9789811914188

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A Comprehensive Textbook on Sample Surveys by Arijit Chaudhuri,Sanghamitra Pal Pdf

As a comprehensive textbook in survey sampling, this book discusses the inadequacies of classic, designed-based inferential procedures and provides alternative approaches in the form of model formulations, model-design-based procedures of analysis, inference and interpretation. The book focuses on a wide range of topics which included Bayesian and Empirical Bayesian approaches, complex procedures of stratification, clustering, sampling in multi stages and phases, linear and non-linear estimation of parameters, small area estimation by spatial and chronological modelling, network and adaptive sampling methods and more. The book includes detailed case studies and exercises, making it valuable for students of statistics, specifically survey sampling.

Author : Carlos N. Bouza-Herrera,Amer Ibrahim Falah Al-Omari
Publisher : Academic Press
Page : 314 pages
File Size : 49,5 Mb
Release : 2018-10-16
Category : Business & Economics
ISBN : 9780128156933

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Ranked Set Sampling by Carlos N. Bouza-Herrera,Amer Ibrahim Falah Al-Omari Pdf

Ranked Set Sampling: 65 Years Improving the Accuracy in Data Gathering is an advanced survey technique which seeks to improve the likelihood that collected sample data presents a good representation of the population and minimizes the costs associated with obtaining them. The main focus of many agricultural, ecological and environmental studies is the development of well designed, cost-effective and efficient sampling designs, giving RSS techniques a particular place in resolving the disciplinary problems of economists in application contexts, particularly experimental economics. This book seeks to place RSS at the heart of economic study designs. Focuses on how researchers should manipulate RSS techniques for specific applications Discusses RSS performs in popular statistical models, such as regression and hypothesis testing Includes a discussion of open theoretical research problems Provides mathematical proofs, enabling researchers to develop new models

Author : Arijit Chaudhuri
Publisher : CRC Press
Page : 189 pages
File Size : 46,9 Mb
Release : 2018-09-28
Category : Mathematics
ISBN : 9781351650724

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Survey Sampling by Arijit Chaudhuri Pdf

This venture aspires to be a mix of a textbook at the undergraduate and postgraduate levels and a monograph to catch the attention of researchers in theoretical and practical aspects of survey sampling at diverse levels demanding a comprehensive review of what useful materials have preceded, with an eye to what beacons to the depth of the imminent future.

Author : Barry C. Arnold,Narayanaswamy Balakrishnan,Carlos A. Coelho
Publisher : Springer Nature
Page : 447 pages
File Size : 49,7 Mb
Release : 2022-01-04
Category : Mathematics
ISBN : 9783030836702

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Methodology and Applications of Statistics by Barry C. Arnold,Narayanaswamy Balakrishnan,Carlos A. Coelho Pdf

Dedicated to one of the most outstanding researchers in the field of statistics, this volume in honor of C.R. Rao, on the occasion of his 100th birthday, provides a bird’s-eye view of a broad spectrum of research topics, paralleling C.R. Rao’s wide-ranging research interests. The book’s contributors comprise a representative sample of the countless number of researchers whose careers have been influenced by C.R. Rao, through his work or his personal aid and advice. As such, written by experts from more than 15 countries, the book’s original and review contributions address topics including statistical inference, distribution theory, estimation theory, multivariate analysis, hypothesis testing, statistical modeling, design and sampling, shape and circular analysis, and applications. The book will appeal to statistics researchers, theoretical and applied alike, and PhD students. Happy Birthday, C.R. Rao!

Author : James Alan Fox
Publisher : SAGE Publications
Page : 145 pages
File Size : 41,5 Mb
Release : 2015-07-29
Category : Social Science
ISBN : 9781483381022

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Randomized Response and Related Methods by James Alan Fox Pdf

Randomized response is a data collection strategy specifically designed for surveys of a sensitive nature. By establishing a probabilistic connection between question and answer, randomized response and related methods protect respondents who are asked to disclose personal information. Covering a half century of theoretical and applied research, the Second Edition of James Alan Fox’s Randomized Response and Related Methods significantly updates and expands what was, at the time, the first comprehensive and practical guide to randomized response.

Author : Guo-Liang Tian,Man-Lai Tang
Publisher : CRC Press
Page : 316 pages
File Size : 50,6 Mb
Release : 2016-04-19
Category : Mathematics
ISBN : 9781439855348

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Incomplete Categorical Data Design by Guo-Liang Tian,Man-Lai Tang Pdf

Respondents to survey questions involving sensitive information, such as sexual behavior, illegal drug usage, tax evasion, and income, may refuse to answer the questions or provide untruthful answers to protect their privacy. This creates a challenge in drawing valid inferences from potentially inaccurate data. Addressing this difficulty, non-rando

Author : Cynthia Dwork,Aaron Roth
Publisher : Unknown
Page : 286 pages
File Size : 48,7 Mb
Release : 2014
Category : Computers
ISBN : 1601988184

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The Algorithmic Foundations of Differential Privacy by Cynthia Dwork,Aaron Roth Pdf

The problem of privacy-preserving data analysis has a long history spanning multiple disciplines. As electronic data about individuals becomes increasingly detailed, and as technology enables ever more powerful collection and curation of these data, the need increases for a robust, meaningful, and mathematically rigorous definition of privacy, together with a computationally rich class of algorithms that satisfy this definition. Differential Privacy is such a definition. The Algorithmic Foundations of Differential Privacy starts out by motivating and discussing the meaning of differential privacy, and proceeds to explore the fundamental techniques for achieving differential privacy, and the application of these techniques in creative combinations, using the query-release problem as an ongoing example. A key point is that, by rethinking the computational goal, one can often obtain far better results than would be achieved by methodically replacing each step of a non-private computation with a differentially private implementation. Despite some powerful computational results, there are still fundamental limitations. Virtually all the algorithms discussed herein maintain differential privacy against adversaries of arbitrary computational power -- certain algorithms are computationally intensive, others are efficient. Computational complexity for the adversary and the algorithm are both discussed. The monograph then turns from fundamentals to applications other than query-release, discussing differentially private methods for mechanism design and machine learning. The vast majority of the literature on differentially private algorithms considers a single, static, database that is subject to many analyses. Differential privacy in other models, including distributed databases and computations on data streams, is discussed. The Algorithmic Foundations of Differential Privacy is meant as a thorough introduction to the problems and techniques of differential privacy, and is an invaluable reference for anyone with an interest in the topic.

Author : James Alan Fox,Paul E. Tracy
Publisher : SAGE Publications, Incorporated
Page : 80 pages
File Size : 49,8 Mb
Release : 1986-04-01
Category : Social Science
ISBN : 0803923090

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Randomized Response by James Alan Fox,Paul E. Tracy Pdf

Randomized Response describes an innovative survey technique designed to overcome the difficulties associated with sensitive or embarrassing questions. It shows how the randomized response method can protect survey respondents and minimize bias. It also shows how the technique can estimate parameters of both qualitative and quantitative measures, test subgroup differences, and perform bivariate and multivariate analyses.

Author : Uwe Engel,Ben Jann,Peter Lynn,Annette Scherpenzeel,Patrick Sturgis
Publisher : Routledge
Page : 429 pages
File Size : 44,6 Mb
Release : 2014-09-18
Category : Psychology
ISBN : 9781317629702

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Improving Survey Methods by Uwe Engel,Ben Jann,Peter Lynn,Annette Scherpenzeel,Patrick Sturgis Pdf

This state-of-the-art volume provides insight into the recent developments in survey research. It covers topics like: survey modes and response effects, bio indicators and paradata, interviewer and survey error, mixed-mode panels, sensitive questions, conducting web surveys and access panels, coping with non-response, and handling missing data. The authors are leading scientists in the field, and discuss the latest methods and challenges with respect to these topics. Each of the book’s eight parts starts with a brief chapter that provides an historical context along with an overview of today’s most critical survey methods. Chapters in the sections focus on research applications in practice and discuss results from field studies. As such, the book will help researchers design surveys according to today’s best practices. The book’s website www.survey-methodology.de provides additional information, statistical analyses, tables and figures. An indispensable reference for practicing researchers and methodologists or any professional who uses surveys in their work, this book also serves as a supplement for graduate or upper level-undergraduate courses on survey methods taught in psychology, sociology, education, economics, and business. Although the book focuses on European findings, all of the research is discussed with reference to the entire survey-methodology area, including the US. As such, the insights in this book will apply to surveys conducted around the world.

Author : Arijit Chaudhuri,Tasos C. Christofides
Publisher : Springer Science & Business Media
Page : 177 pages
File Size : 40,6 Mb
Release : 2013-08-31
Category : Social Science
ISBN : 9783642362767

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Indirect Questioning in Sample Surveys by Arijit Chaudhuri,Tasos C. Christofides Pdf

Indirect questioning is a crucial topic in surveys of human populations. When the issue is about a stigmatizing characteristic (for example about illegal drug use), standard survey methodologies are destined to fail because, as expected, people are not willing to reveal incriminating information or information violating their privacy. Indirect questioning techniques have been devised so that the privacy of participants in a sample survey is protected and at the same time good estimates of certain parameters (e.g. the percentage of people in a certain community who use illegal drugs) can be delivered. The topic is modern and still under development. Indirect Questioning in Sample Surveys represents a collection of the most important and recent techniques of indirect questioning, including various versions of randomized response, the item count technique, the nominative technique, the three-card method, non-randomized response models and negative surveys, while also exploring the key aspect of protecting privacy.

Author : Arijit Chaudhuri
Publisher : Chapman and Hall/CRC
Page : 0 pages
File Size : 46,7 Mb
Release : 2010-12-16
Category : Mathematics
ISBN : 1439836574

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Randomized Response and Indirect Questioning Techniques in Surveys by Arijit Chaudhuri Pdf

For surveys involving sensitive questions, randomized response techniques (RRTs) and other indirect questions are helpful in obtaining survey responses while maintaining the privacy of the respondents. Written by one of the leading experts in the world on RR, Randomized Response and Indirect Questioning Techniques in Surveys describes the current state of RR as well as emerging developments in the field. The author also explains how to extend RR to situations employing unequal probability sampling. While the theory of RR has grown phenomenally, the area has not kept pace in practice. Covering both theory and practice, the book first discusses replacing a direct response (DR) with an RR in a simple random sample with replacement (SRSWR). It then emphasizes how the application of RRTs in the estimation of attribute or quantitative features is valid for selecting respondents in a general manner. The author examines different ways to treat maximum likelihood estimation; covers optional RR devices, which provide alternatives to compulsory randomized response theory; and presents RR techniques that encompass quantitative variables, including those related to stigmatizing characteristics. He also gives his viewpoint on alternative RR techniques, including the item count technique, nominative technique, and three-card method.