INGENIA

PRB-24

Chebyshev bound

Distribution-free tail.

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GoverningChebyshev bound

Governing equation

P(∣X−mu∣geksigma)le1/k2P(|X-\\mu|\\ge k\\sigma)\\le 1/k^2

k∈[1.1,6]k \in \left[1.1, 6\right]

where

k
k (—)
b
Chebyshev bound (—)

The figure, part by part

Each numbered marker wears the color of its card. Hover a card to light the marker. Tap a marker to jump to that card. The slider walks a red point along the curve; Animate drawing traces it like a pen.

PRB-24 · curve
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①

Governing law — red

P(∣X−mu∣geksigma)le1/k2P(|X-\\mu|\\ge k\\sigma)\\le 1/k^2

k∈[1.1,6]k \in \left[1.1, 6\right]

k=1.1k = 1.1b=0.826b = 0.826

②

Domain of the variable — blue

kmin⁡=1.1,kmax⁡=6k_{\min} = 1.1,\quad k_{\max} = 6

k∈[1.1,6]k \in \left[1.1, 6\right]

k=1.1k = 1.1k=1.1k = 1.1

③

Response curve — green

P(∣X−mu∣geksigma)le1/k2P(|X-\\mu|\\ge k\\sigma)\\le 1/k^2

k∈[1.1,6]k \in \left[1.1, 6\right]

k=1.1k = 1.1b=0.826b = 0.826

④

Rate of change — amber

dbdk\frac{\mathrm{d}b}{\mathrm{d}k}

k∈[1.1,6]k \in \left[1.1, 6\right]

k=1.131k = 1.131b′=−1.385b^{\prime} = -1.385

Lecture brief

Historical brief

Bernoulli trials, Poisson, Gauss, Bayes and Shannon entropy turned chance into a calculus of belief and noise. The lab computes likelihood, interval and information in SI-free counts. This sheet (PRB-24 — Chebyshev bound) is the form associated with Chebyshev bound. Working symbols: kk →\rightarrow bb. Distribution-free tail. Pedagogical SI sheet with a live model and a swept parameter.

Purpose

Purpose: compute bb from kk in Probability & statistics via P(∣X−mu∣geksigma)le1/k2P(|X-\\mu|\\ge k\\sigma)\\le 1/k^2 Distribution-free tail. Use it when a real probability & statistics question must be answered in SI before a code check.

Live realistic example

In symbols

Live case. Given k=2.000 —k = 2.000\,\mathrm{—}, the governing relation P(∣X−mu∣geksigma)le1/k2P(|X-\\mu|\\ge k\\sigma)\\le 1/k^2 yields b=0.250 —b = 0.250\,\mathrm{—}. One governing identity, SI units, a single sweep on the sheet. Move a slider: the numbers are this situation, not a canned story.

Calculator

Inputs

Outputs

  • Chebyshev bound b0.250 —
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PRB-24 · curve
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Narration of this film

One governing identity, SI units, a single sweep on the sheet.

Distribution-free tail. Pedagogical SI sheet with a live model and a swept parameter.

Reading speed

Watch on YouTube