General topics
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Notes on statistics
Disclaimer
Multiple regression
1
Spurious Associations
2
Masked Relationship
3
Collider Bias: The Haunted DAG
4
Directed Acyclic Graphs and Causal Reasoning
Loss functions
5
Overview of Loss functions
6
Incorporating measurement error: a rubber band metaphor
7
Asymmetric loss functions
Information criteria
8
Information Criteria
General topics
9
Probability mass versus probability density
10
Parameters: combining information from an individual with population
11
Incorporating measurement error: a rubber band metaphor
12
Effective degrees of freedom / number of parameters
13
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Frequentist statistics
14
Bayesian vs. fequentist statisics
15
Flat priors: the strings attached
16
Unbiased mean versus biased variance in plain English
17
Why normality is critical for parametric frequentist stats
18
Deriving the formula for t-statistics
Advanced topics
19
Mixtures
20
Instrumental Variables
21
Generalized Additive Models as continuous random effects
22
Intuition for how Cholesky decomposition makes possible to generate correlated random variables
General topics
13
general-05-mediation-in-triangles.html
12
Effective degrees of freedom / number of parameters
14
Bayesian vs. fequentist statisics