IMPLEMENTING-REPRODUCIBLE-RESEARCH

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Implementing Reproducible Research

Author : Victoria Stodden
ISBN : 9781315360393
Genre : Mathematics
File Size : 88.7 MB
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In computational science, reproducibility requires that researchers make code and data available to others so that the data can be analyzed in a similar manner as in the original publication. Code must be available to be distributed, data must be accessible in a readable format, and a platform must be available for widely distributing the data and code. In addition, both data and code need to be licensed permissively enough so that others can reproduce the work without a substantial legal burden. Implementing Reproducible Research covers many of the elements necessary for conducting and distributing reproducible research. It explains how to accurately reproduce a scientific result. Divided into three parts, the book discusses the tools, practices, and dissemination platforms for ensuring reproducibility in computational science. It describes: Computational tools, such as Sweave, knitr, VisTrails, Sumatra, CDE, and the Declaratron system Open source practices, good programming practices, trends in open science, and the role of cloud computing in reproducible research Software and methodological platforms, including open source software packages, RunMyCode platform, and open access journals Each part presents contributions from leaders who have developed software and other products that have advanced the field. Supplementary material is available at www.ImplementingRR.org.
Category: Mathematics

The Practice Of Reproducible Research

Author : Daniel Turek
ISBN : 9780520294745
Genre : Science
File Size : 90.23 MB
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The Practice of Reproducible Research presents concrete examples of how researchers in the data-intensive sciences are working to improve the reproducibility of their research projects. In each of the thirty-one case studies in this volume, the author or team describes the workflow that they used to complete a real-world research project. Authors highlight how they utilized particular tools, ideas, and practices to support reproducibility, emphasizing the very practical how, rather than the why or what, of conducting reproducible research. Part 1 provides an accessible introduction to reproducible research, a basic reproducible research project template, and a synthesis of lessons learned from across the thirty-one case studies. Parts 2 and 3 focus on the case studies themselves. The Practice of Reproducible Research is an invaluable resource for students and researchers who wish to better understand the practice of data-intensive sciences and learn how to make their own research more reproducible.
Category: Science

Transparent And Reproducible Social Science Research

Author : Garret Christensen
ISBN : 9780520296954
Genre : Social Science
File Size : 64.77 MB
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Recently, social science has had numerous episodes of influential research that was found invalid when placed under rigorous scrutiny. The growing sense that many published results are potentially erroneous has made those conducting social science research more determined to ensure the underlying research is sound. Transparent and Reproducible Social Science Research is the first book to summarize and synthesize new approaches to combat false positives and non-reproducible findings in social science research, document the underlying problems in research practices, and teach a new generation of students and scholars how to overcome them. Understanding that social science research has real consequences for individuals when used by professionals in public policy, health, law enforcement, and other fields, the book crystallizes new insights, practices, and methods that help ensure greater research transparency, openness, and reproducibility. Readers are guided through well-known problems and are encouraged to work through new solutions and practices to improve the openness of their research. Created with both experienced and novice researchers in mind, Transparent and Reproducible Social Science Research serves as an indispensable resource for the production of high quality social science research.
Category: Social Science

Practical Multivariate Analysis

Author : Abdelmonem Afifi
ISBN : 9781351788908
Genre : Mathematics
File Size : 53.49 MB
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This is the sixth edition of a popular textbook on multivariate analysis. Well-regarded for its practical and accessible approach, with excellent examples and good guidance on computing, the book is particularly popular for teaching outside statistics, i.e. in epidemiology, social science, business, etc. The sixth edition has been updated with a new chapter on data visualization, a distinction made between exploratory and confirmatory analyses and a new section on generalized estimating equations and many new updates throughout. This new edition will enable the book to continue as one of the leading textbooks in the area, particularly for non-statisticians. Key Features: Provides a comprehensive, practical and accessible introduction to multivariate analysis. Keeps mathematical details to a minimum, so particularly geared toward a non-statistical audience. Includes lots of detailed worked examples, guidance on computing, and exercises. Updated with a new chapter on data visualization.
Category: Mathematics

Reproducibility

Author : Harald Atmanspacher
ISBN : 9781118864975
Genre : Education
File Size : 77.45 MB
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A review of the scientific method. In the scientific method, results must be capable of being reproduced to be valid.
Category: Education

Implementing Response To Intervention In Elementary And Secondary Schools

Author : Matthew K. Burns
ISBN : 9781136480195
Genre : Psychology
File Size : 66.38 MB
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An update to the bestselling first edition, this practical guidebook for implementing a school-wide Response-to-Intervention (RTI) model clearly and concisely presents issues from assessment and decision-making to Tiers I, II, and III interventions. The authors discuss what RTI is and why it is used, how to conduct assessments within an RtI system, and how to create a school-wide organization to facilitate RTI. Curricula, instruction, and intervention strategies for each Tier level covered in detail, and answers to frequently asked questions and tips for getting started are also provided. Each chapter has been extensively revised and updated with the most current research and work in the field. New to this edition are a chapter on RTI in early childhood settings and a section in each chapter focused on considerations for secondary schools. A companion CD includes forms, checklists, reports, and progress monitoring materials to assist practitioners in the implementation of interventions. With this valuable, practical resource, school-based practitioners will be able to put the information they read into action immediately to enhance the implementation of RtI services for their schools and students.
Category: Psychology

Best Practices In Quantitative Methods

Author : Jason W. Osborne
ISBN : 9781412940658
Genre : Social Science
File Size : 40.8 MB
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The contributors to Best Practices in Quantitative Methods envision quantitative methods in the 21st century, identify the best practices, and, where possible, demonstrate the superiority of their recommendations empirically. Editor Jason W. Osborne designed this book with the goal of providing readers with the most effective, evidence-based, modern quantitative methods and quantitative data analysis across the social and behavioral sciences. The text is divided into five main sections covering select best practices in Measurement, Research Design, Basics of Data Analysis, Quantitative Methods, and Advanced Quantitative Methods. Each chapter contains a current and expansive review of the literature, a case for best practices in terms of method, outcomes, inferences, etc., and broad-ranging examples along with any empirical evidence to show why certain techniques are better. Key Features: Describes important implicit knowledge to readers: The chapters in this volume explain the important details of seemingly mundane aspects of quantitative research, making them accessible to readers and demonstrating why it is important to pay attention to these details. Compares and contrasts analytic techniques: The book examines instances where there are multiple options for doing things, and make recommendations as to what is the "best" choice—or choices, as what is best often depends on the circumstances. Offers new procedures to update and explicate traditional techniques: The featured scholars present and explain new options for data analysis, discussing the advantages and disadvantages of the new procedures in depth, describing how to perform them, and demonstrating their use. Intended Audience: Representing the vanguard of research methods for the 21st century, this book is an invaluable resource for graduate students and researchers who want a comprehensive, authoritative resource for practical and sound advice from leading experts in quantitative methods.
Category: Social Science

Implementing Response To Intervention To Address The Needs Of English Language Learners

Author : Holly S. Hudspath-Niemi
ISBN : 9781136257131
Genre : Education
File Size : 54.58 MB
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There is considerable concern surrounding the complex issue of how to meet the learning needs of English-language learners within general and special education programs. Implementing Response-to-Intervention to Address the Needs of English-Language Learners increases school psychologists’ knowledge of intervention strategies related to ELLs, through its examination of the challenges associated with evaluating ELLs and by providing a collaborative framework to enhance educational identification and placement in special education. It accomplishes this by incorporating research-based intervention approaches for ELLs and offering a comprehensive guide to the processes and tools that school teams should consider when utilizing a response to intervention model to support the academic and behavioral needs of ELLs. With a strong focus on alternative assessment, collaboration, and parental involvement, this volume in a definitive touchstone in the quest to provide culturally responsive pedagogy and appropriate adapted classroom instruction for English-language learners of various proficiency levels.
Category: Education

Issues In Cancer Epidemiology And Research 2011 Edition

Author :
ISBN : 9781464963520
Genre : Medical
File Size : 81.39 MB
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Issues in Cancer Epidemiology and Research / 2011 Edition is a ScholarlyEditions™ eBook that delivers timely, authoritative, and comprehensive information about Cancer Epidemiology and Research. The editors have built Issues in Cancer Epidemiology and Research: 2011 Edition on the vast information databases of ScholarlyNews.™ You can expect the information about Cancer Epidemiology and Research in this eBook to be deeper than what you can access anywhere else, as well as consistently reliable, authoritative, informed, and relevant. The content of Issues in Cancer Epidemiology and Research: 2011 Edition has been produced by the world’s leading scientists, engineers, analysts, research institutions, and companies. All of the content is from peer-reviewed sources, and all of it is written, assembled, and edited by the editors at ScholarlyEditions™ and available exclusively from us. You now have a source you can cite with authority, confidence, and credibility. More information is available at http://www.ScholarlyEditions.com/.
Category: Medical

Security And Privacy In Communication Networks

Author : Angelos D. Keromytis
ISBN : 9783642368837
Genre : Computers
File Size : 85.84 MB
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This volume presents the refereed proceedings of the 8th International ICST Conference on Security and Privacy in Communication Networks, SecureComm 2012, held in Padua, Italy, in September 2012. The 21 revised papers included in the volume were carefully reviewed and selected from 73 submissions. Topics covered include crypto and electronic money; wireless security; web security; intrusion detection and monitoring; and anonymity and privacy.
Category: Computers