← 01 THINKHow does he reason?
Formulas are hard to read because you cannot say the symbols out loud
I learned statistics symbols together with how to pronounce them. Once I could say them, the shape of the formula appeared first.
This is the entry retold in plain words. The sentences the author wrote are on the other side of the switch. Nobody wrote the sentences on this page by hand.
A formula is usually hard to read not because you do not know the subject. It is because you cannot say the symbols out loud.
Skim a row of unfamiliar symbols with your eyes and it just goes past you. But once you can say it — "add everything from zero to infinity" — you can see how the formula is built.
So I learned how to say them before what they mean.
The fifteen I learned first
I did not try to learn fifty at once. These fifteen keep showing up while reading the rest.
| Symbol | Say it as | What it means |
|---|---|---|
| α | alpha | A value used as a cut-off |
| β | beta | A value, or the chance of missing something |
| λ | lambda | A value for how often something happens |
| μ | mu | The average of everything |
| σ | sigma | How spread out everything is from the average |
| σ² | sigma squared | That spread, squared |
| θ | theta | A value we do not know yet |
| Γ | capital gamma | The gamma function |
| f(x) | f of x | The shape of how likely each value is |
| F(x) | capital F of x | The chance of getting that value or less |
| E(X) | the expectation of X | The average |
| Var(X) | the variance of X | How spread out it is |
| Σ | sigma | Add them all up |
| ∫ | integral | Add them all up, for values with no gaps |
| ∞ | infinity | A value that grows without end |
Three that kept confusing me
σ and Σ — the same name, completely different meanings.
- small
σis how spread out things are - big
Σmeans add them all up
You cannot tell them apart by sound, so you tell them apart by size.
Γ and γ — the big one is the gamma function; the small one is a value used in the gamma distribution.
X and x — this one took me longest.
- big
Xis something whose value is not decided yet - small
xis the value that X actually turned out to be
The difference between capital and small carries the difference between "possibility" and "result."
The squiggle means "is distributed"
X ~ N(μ, σ²) is read like this —
"X is distributed normal, with average mu and spread sigma squared."
A formula I actually read out
M_X(t) = ∫₀^∞ e^(tx) · λe^(−λx) dx
Said out loud — "M sub X of t is the integral from zero to infinity of e to the t x times lambda e to the minus lambda x, d x."
Simplified, it becomes this.
M_X(t) = λ / (λ − t), for t < λ
"M sub X of t is lambda over lambda minus t, for t less than lambda."
Once I could read it, the reason for the condition t < λ came first.
Adding things up must not run off to infinity — and that follows the moment you say the symbols.