advanced statistics

Best Regression Modelling Books | The Full List

Master advanced regression analysis with our comprehensive guide to eleven essential textbooks covering everything from foundational ANOVA and linear regression to cutting-edge Bayesian hierarchical methods ...
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biomedical statistics

Epidemiology vs Biostatistics – A Comprehensive Career & Education Guide

Discover the key differences between epidemiologists and biostatisticians - two essential public health careers that work together to solve complex health challenges. Learn about their ...
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Books

Best Statistical Sampling Theory Books | The Full List

Navigate the complex world of sampling theory and survey methodology with our comprehensive analysis of fourteen essential books covering everything from foundational sampling techniques to ...
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advanced statistics

Best Advanced Statistics Books | The Full List

Explore the essential collection of advanced statistics textbooks that form the foundation of modern statistical education and research. Our comprehensive analysis covers six pivotal works ...
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AIC model selection

Comparison of Failure Time Distributions For Time-to-Event (or Survival Analysis)–A Tutorial With Code

Applications involving comparison of time-to-failure data from different groups are common in the fields of reliability and manufacturing. For example, a designer might want to ...
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applied statistics

Parametric Modeling of Failure Time Data in Time-to-Event (or Survival) Analysis: Part II

Explore advanced Weibull regression modeling with varying shape parameters in this follow-up reliability analysis. Building upon our previous ceramic bearings life test case study, we ...
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analytical methods

Statistical Hypothesis Testing of Failure-Time Data in Time-to-Event (or Survival) Analysis (Part II)

This article explores non-parametric testing methods for reliability and survival data analysis. Building on previous work, the author demonstrates how to conduct tests for trend ...
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Collaborator

Competing Risks in Time-to-Event (or Survival) Analysis–A Tutorial With Code

Explore competing risks in failure time data through a vehicle shock absorber case study. Learn how to calculate and interpret cumulative incidence functions for different ...
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analysis methods

Introduction to Time-to-Event (or Survival) Analysis–A Tutorial With Code

This article provides an introduction to time-to-event analysis, examining vehicle shock absorber failure data through survival modeling techniques. The author demonstrates how to estimate survival ...
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Academic research

The Battle For The Soul Of Causal Inference

Explore the decades-long intellectual rivalry shaping how we understand causality in data science. This analysis examines the fundamental tension between two giants of causal methodology: ...
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Blog

Association Does Not Imply Causation, Except When it Does – A Causal Inference Perspective

Delving into the critical distinction between correlation and causation, this article explores why establishing true causal relationships remains one of the most challenging aspects of ...
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biostatistics

Selection Bias, A Causal Inference Perspective (With Downloadable Code Notebook)

Collider bias occurs when we condition on (or select based on) a variable that is influenced by both the exposure and outcome of interest. This ...
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