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Associations and Correlations : Unearth the Powerful Insights Buried in Your Data /

Through this book, you'll learn why most statistical techniques give incorrect results and what you can do to avoid the most common pitfalls. You'll learn how to make sure you get the correct results the first time, every time.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Baker, Lee
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Birmingham : Packt Publishing, Limited, 2019.
Temas:
Acceso en línea:Texto completo

MARC

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100 1 |a Baker, Lee. 
245 1 0 |a Associations and Correlations :  |b Unearth the Powerful Insights Buried in Your Data /  |c Lee Baker. 
264 1 |a Birmingham :  |b Packt Publishing, Limited,  |c 2019. 
264 4 |c ©2019 
300 |a 1 online resource (134 pages) 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
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505 0 |a Cover; FM; Copyright; Table of Contents; Preface; Chapter 1: Data Collection and Cleaning; Data Collection; Dataset Checklist; Data Cleaning; Check That Your Data Is Sensible; Check That Your Variables Are Sensible; Chapter 2: Data Classification; Data Classification; Quantitative and Qualitative Data; Nominal Data; Ordinal Data; Interval Data; Ratio Data; Chapter 3: Introduction to Associations and Correlations; What Are Associations and Correlations?; Discovering the Story of Your Data; Correlation versus Causation; Assessing Relationships; Assessing the Strength of Relationships 
505 8 |a Chapter 4: Univariate StatisticsCorrelations; Associations; The m×n Categorical; The 2×2 Categorical; The 42×n categorical; The n×Categorical versus Continuous; The 2×Categorical versus Continuous; Survival Analysis; The n×Categorical versus Survival; The 2×Categorical versus Survival; Chapter 5: Multivariate Statistics; Types of Multivariate Analysis; Binary Logistic Regression; Ordinal Logistic Regression; Nominal Logistic Regression; Multiple Linear Regression; Cox's Proportional Hazards Survival Analysis; Using Multivariate Tests as Univariate Tests 
505 8 |a Univariate versus Multivariate AnalysesUnivariate and Multivariate Results that Concur; Confounding Variables; Suppressor Variables; Interacting Variables; Limitations and Assumptions of Multivariate Analysis; Step-Wise Methods of Analysis; Forward Step-Wise Procedure; Backward Step-Wise Procedure; Hybrid Step-Wise Procedure; Practical Tips for Step-Wise Procedures; Creating Predictive Models with the Results of Multivariate Analyses; Predictive Models with Multiple Linear Regression; Predictive Models with Logistic Regression; Predictive Models with Cox's Regression 
505 8 |a Chapter 6: Visualizing Your RelationshipsA Holistic Strategy to Discover Independent Relationships; Univariate -- Multivariate Tag Team; Tag Team Strategy for a Continuous Variable; Tag Team Strategy for a Categorical Variable; Tag Team Strategy for Survival Variables; Corrections for Multiple Comparisons; Visualizing the Story of Your Data; Node-Link Diagrams; Correlation Matrix; Chapter 7: Bonus: Automating Associations and Correlations; What is the Problem?; CorrelViz; Appendix; Index 
520 |a Through this book, you'll learn why most statistical techniques give incorrect results and what you can do to avoid the most common pitfalls. You'll learn how to make sure you get the correct results the first time, every time. 
588 0 |a Online resource; title from digital title page (viewed on March 12, 2020). 
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650 0 |a Mathematical statistics. 
650 0 |a Multivariate analysis. 
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650 6 |a Analyse multivariée. 
650 7 |a Mathematical statistics  |2 fast 
650 7 |a Multivariate analysis  |2 fast 
650 7 |a Statistics  |x Data processing  |2 fast 
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776 0 8 |i Print version:  |a Baker, Lee.  |t Associations and Correlations : Unearth the Powerful Insights Buried in Your Data.  |d Birmingham : Packt Publishing, Limited, ©2019  |z 9781838980412 
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