Meta Analytics

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  • Publisher : Morgan Kaufmann
  • Release : 10 March 2019
  • ISBN : 9780128146248
  • Page : 340 pages
  • Rating : 4.5/5 from 103 voters

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Meta-Analytics: Consensus Approaches and System Patterns for Data Analysis presents an exhaustive set of patterns for data science to use on any machine learning based data analysis task. The book virtually ensures that at least one pattern will lead to better overall system behavior than the use of traditional analytics approaches. The book is ‘meta’ to analytics, covering general analytics in sufficient detail for readers to engage with, and understand, hybrid or meta- approaches. The book has relevance to machine translation, robotics, biological and social sciences, medical and healthcare informatics, economics, business and finance. Inn addition, the analytics within can be applied to predictive algorithms for everyone from police departments to sports analysts. Provides comprehensive and systematic coverage of machine learning-based data analysis tasks Enables rapid progress towards competency in data analysis techniques Gives exhaustive and widely applicable patterns for use by data scientists Covers hybrid or ‘meta’ approaches, along with general analytics Lays out information and practical guidance on data analysis for practitioners working across all sectors

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Meta-Analytics

Meta-Analytics
  • Author : Steven Simske
  • Publisher : Morgan Kaufmann
  • Release Date : 2019-03-10
  • ISBN : 9780128146248
GET THIS BOOKMeta-Analytics

Meta-Analytics: Consensus Approaches and System Patterns for Data Analysis presents an exhaustive set of patterns for data science to use on any machine learning based data analysis task. The book virtually ensures that at least one pattern will lead to better overall system behavior than the use of traditional analytics approaches. The book is ‘meta’ to analytics, covering general analytics in sufficient detail for readers to engage with, and understand, hybrid or meta- approaches. The book has relevance to machine

Doing Meta-Analysis with R

Doing Meta-Analysis with R
  • Author : Mathias Harrer,Pim Cuijpers,Toshi A. Furukawa,David D. Ebert
  • Publisher : CRC Press
  • Release Date : 2021-09-15
  • ISBN : 9781000435634
GET THIS BOOKDoing Meta-Analysis with R

Doing Meta-Analysis with R: A Hands-On Guide serves as an accessible introduction on how meta-analyses can be conducted in R. Essential steps for meta-analysis are covered, including calculation and pooling of outcome measures, forest plots, heterogeneity diagnostics, subgroup analyses, meta-regression, methods to control for publication bias, risk of bias assessments and plotting tools. Advanced but highly relevant topics such as network meta-analysis, multi-three-level meta-analyses, Bayesian meta-analysis approaches and SEM meta-analysis are also covered. A companion R package, dmetar, is introduced

Introduction to Meta-Analysis

Introduction to Meta-Analysis
  • Author : Larry V. Hedges,Julian P. T. Higgins,Hannah R. Rothstein,Michael Borenstein
  • Publisher : John Wiley & Sons
  • Release Date : 2011-08-24
  • ISBN : 9781119964377
GET THIS BOOKIntroduction to Meta-Analysis

This book provides a clear and thorough introduction to meta-analysis, the process of synthesizing data from a series of separate studies. Meta-analysis has become a critically important tool in fields as diverse as medicine, pharmacology, epidemiology, education, psychology, business, and ecology. Introduction to Meta-Analysis: Outlines the role of meta-analysis in the research process Shows how to compute effects sizes and treatment effects Explains the fixed-effect and random-effects models for synthesizing data Demonstrates how to assess and interpret variation in effect

Modern Meta-Analysis

Modern Meta-Analysis
  • Author : Ton J. Cleophas,Aeilko H. Zwinderman
  • Publisher : Springer
  • Release Date : 2017-05-02
  • ISBN : 9783319558950
GET THIS BOOKModern Meta-Analysis

Modern meta-analyses do more than combine the effect sizes of a series of similar studies. Meta-analyses are currently increasingly applied for any analysis beyond the primary analysis of studies, and for the analysis of big data. This 26-chapter book was written for nonmathematical professionals of medical and health care, in the first place, but, in addition, for anyone involved in any field involving scientific research. The authors have published over twenty innovative meta-analyses from the turn of the century till

Meta-Analytic Procedures for Social Research

Meta-Analytic Procedures for Social Research
  • Author : Robert Rosenthal
  • Publisher : SAGE Publications
  • Release Date : 1991-05-01
  • ISBN : 9781506319940
GET THIS BOOKMeta-Analytic Procedures for Social Research

Praised in the first edition for the clarity of his general framework for conceptualizing meta-analysis, Rosenthal's revised edition covers the latest techniques in the field, such as a new effect size indicator for one size data, a new coefficient of robustness of replication, new procedures for combining and comparing effect sizes for multiple dependent variables, and new data on the magnitude of the problem of incomplete retrieval (the file drawer problem).

Handbook of Meta-Analysis

Handbook of Meta-Analysis
  • Author : Christopher H. Schmid,Theo Stijnen,Ian White
  • Publisher : CRC Press
  • Release Date : 2020-09-07
  • ISBN : 9781498703994
GET THIS BOOKHandbook of Meta-Analysis

Meta-analysis is the application of statistics to combine results from multiple studies and draw appropriate inferences. Its use and importance have exploded over the last 25 years as the need for a robust evidence base has become clear in many scientific areas, including medicine and health, social sciences, education, psychology, ecology, and economics. Recent years have seen an explosion of methods for handling complexities in meta-analysis, including explained and unexplained heterogeneity between studies, publication bias, and sparse data. At the same

The Meta-Analytic Organization: Introducing Statistico-Organizational Theory

The Meta-Analytic Organization: Introducing Statistico-Organizational Theory
  • Author : Lex Donaldson
  • Publisher : Routledge
  • Release Date : 2015-03-26
  • ISBN : 9781317455813
GET THIS BOOKThe Meta-Analytic Organization: Introducing Statistico-Organizational Theory

The Meta-Analytic Organization: Introducing Statistico-Organizational Theory develops new organizational theory based upon ideas from statistics and methodology. There have been previous organizational theories based on academic disciplines such as biology, economics, and sociology. Statistico-organizational theory uniquely constructs a new organizational theory derived from ideas in statistics and psychometrics. The core idea is that errors known to occur in social science research must also occur when managers look at their data and seek to make inferences about cause and effect. Statistico-organizational

Network Meta-Analysis for Decision-Making

Network Meta-Analysis for Decision-Making
  • Author : Sofia Dias,A. E. Ades,Nicky J. Welton,Jeroen P. Jansen,Alexander J. Sutton
  • Publisher : John Wiley & Sons
  • Release Date : 2018-03-19
  • ISBN : 9781118647509
GET THIS BOOKNetwork Meta-Analysis for Decision-Making

A practical guide to network meta-analysis with examples and code In the evaluation of healthcare, rigorous methods of quantitative assessment are necessary to establish which interventions are effective and cost-effective. Often a single study will not provide the answers and it is desirable to synthesise evidence from multiple sources, usually randomised controlled trials. This book takes an approach to evidence synthesis that is specifically intended for decision making when there are two or more treatment alternatives being evaluated, and assumes

Advanced Basic Meta-analysis

Advanced Basic Meta-analysis
  • Author : Brian Mullen
  • Publisher : Psychology Press
  • Release Date : 2013-05-13
  • ISBN : 9781134751389
GET THIS BOOKAdvanced Basic Meta-analysis

In response to the growing emphasis on precision in the summarization and integration of research literature, Advanced BASIC Meta-Analysis presents an overview of strategies, techniques, and procedures used in meta-analysis. The book and software provide an integrated and comprehensive combination of meta-analytic tools for the statistical integration of independent study results. Advanced BASIC Meta-Analysis has three distinct goals: * to provide a clear and user-friendly introduction to the procedures and rules of effective meta-analytic integration; * to present the implicit assumptions and

Meta-Analysis

Meta-Analysis
  • Author : Mike W.-L. Cheung
  • Publisher : John Wiley & Sons
  • Release Date : 2015-04-07
  • ISBN : 9781118957820
GET THIS BOOKMeta-Analysis

Presents a novel approach to conducting meta-analysis using structural equation modeling. Structural equation modeling (SEM) and meta-analysis are two powerful statistical methods in the educational, social, behavioral, and medical sciences. They are often treated as two unrelated topics in the literature. This book presents a unified framework on analyzing meta-analytic data within the SEM framework, and illustrates how to conduct meta-analysis using the metaSEM package in the R statistical environment. Meta-Analysis: A Structural Equation Modeling Approach begins by introducing the

Diagnostic Meta-Analysis

Diagnostic Meta-Analysis
  • Author : Giuseppe Biondi-Zoccai
  • Publisher : Springer
  • Release Date : 2018-07-24
  • ISBN : 9783319789668
GET THIS BOOKDiagnostic Meta-Analysis

This book is the first exclusively devoted to the systematic synthesis of diagnostic test accuracy studies. It builds upon the major recent developments in reporting standards, search methods, and, in particular, statistical tools specifically devoted to diagnostic studies. In addition, it borrows extensively from the latest advances in systematic reviews and meta-analyses of intervention studies. After a section dedicated to methods for designing reviews, synthesizing evidence and appraising inconsistency in research, the application of these approaches is demonstrated in the

Meta-Analysis

Meta-Analysis
  • Author : Fredric Marc Wolf,Fredric M. Wolf,Wolf
  • Publisher : SAGE
  • Release Date : 1986-04
  • ISBN : 0803927568
GET THIS BOOKMeta-Analysis

Author Fredric M. Wolf explains how to use combined statistical tests and measures of effect size to synthesize the results of independent studies of a common research question.

Methods of Meta-Analysis

Methods of Meta-Analysis
  • Author : John E Hunter,Frank L. Schmidt
  • Publisher : SAGE
  • Release Date : 2004-04-07
  • ISBN : 141290479X
GET THIS BOOKMethods of Meta-Analysis

Covering the most important developments in meta-analysis from 1990 to 2004, this text presents new patterns in research findings as well as updated information on existing topics.

Applied Meta-Analysis for Social Science Research

Applied Meta-Analysis for Social Science Research
  • Author : Noel A. Card
  • Publisher : Guilford Publications
  • Release Date : 2015-10-06
  • ISBN : 9781462525003
GET THIS BOOKApplied Meta-Analysis for Social Science Research

Offering pragmatic guidance for planning and conducting a meta-analytic review, this book is written in an engaging, nontechnical style that makes it ideal for graduate course use or self-study. The author shows how to identify questions that can be answered using meta-analysis, retrieve both published and unpublished studies, create a coding manual, use traditional and unique effect size indices, and write a meta-analytic review. An ongoing example illustrates meta-analytic techniques. In addition to the fundamentals, the book discusses more advanced

The Meta-Analysis Research in Special Education

The Meta-Analysis Research in Special Education
  • Author : Kenneth A. Kavale
  • Publisher : Routledge
  • Release Date : 2021-09-02
  • ISBN : 9781135586478
GET THIS BOOKThe Meta-Analysis Research in Special Education

First published in 2001. The purpose of this issue is to demonstrate the advantages of meta-analysis in summarizing research in special education. Toward this end, five articles are included in this issue that deal with methodology, interpretation, and application of meta-analyses. The first article is a brief primer on meta-analysis that compares and contrasts it with more traditional review methods and describes the methodological procedures for conducting a quantitative research synthesis. The second article, summarizes findings from 24 meta-analytic efforts. The third