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mccabe08

David McCabe

Recently Published

Bootstrapping
Overview of the technique Confidence intervals
Note: Shrinking DoF in Regularised Regression
Model fitting: estimator bias for variance, Monte Carlo simulation of regularisation DoF effect
Bayesian Updating: Building Priors
Creating priors from thin air
Residual Degrees of Freedom of Statistical Models
Technical note about residual degrees of freedom in statistical models and the geometry of projections in Hilbert space
Discussion: Baysian and Frequentist Inference
classic arguments for and against the two sides of the statistical _fair_ coin
GLM I: ANOVA Workflows
Overview of ANOVA testing
pheatmap: following online tutorial
copycat run through of online pheatmap tutorial and command reference
Inference II - NHST
Commonplace test catalogue/reference
Inference I - Parameter Estimation
Estimation theory, confidence interval calculation, etc...
Practical HDBSCAN in R
Clustering in High Dimensions:/ Data Separability in 4D and Higher
Practical DBSCAN
Short R command summary
SVD Demonstration in R
SVD visualisation in R
Factor Analysis
A middle earth case study
Bayesian Updating: Conjugate Priors Catelogue
Catalogue of examples showing priors and their conjugates
Bayesian Updating with Continuous Priors
reference notes
Bayesian Updating with Discrete Priors
simple example for reference
Visualising Multivariate Distributions in R
Handling joint probability distributions: splom, ggally, marginal probabilities, etc...
Derivation of i.i.d. Random Variable Algebra, LoLN & CTL
Random variable algebra derivation of the law of large numbers and the central limit theorem
Catalogue of Continuous Probability Distributions
keeping reminder notes
Catalogue of Discrete Probability Distributions
Catalogue of Probability Distributions and information about them
Descriptive Summary Statistics
Reminder, raw & central moments, quantiles, percentiles, modes, etc... any details which are easily forgotten
Reference: Discrete Probability:
Summary notes for quick reminder regarding: - Moments of Random variables - List of prototypical discrete probability problems
Exploratory Analysis Guide
personal checklist to keep me straight as I build good habits
Custom Biplot: Principle Component Analysis
White paper covering PCA commands in R, critique of technique and demonstration of my colour biplot
Colours in R
Notes about colours for plotting functions
ggplot2: An Overview
personal notes on ggplot2
Introduction to data.table
personal data.table crib sheet
Reminder: K Means Clustering
Overview of K Means Clustering commands in R
Reminder: Hierarchical Clustering
Summary of Hierarchical Clustering in R