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The Mathematics of Magic Variation Distances and the Cutoff Phenomenon in Card Shuffling Megan Poole Senior Talk February 24, 2015 Megan Poole Card Shuffling

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The Mathematics of MagicVariation Distances and the Cutoff Phenomenon in Card Shuffling

Megan Poole

Senior TalkFebruary 24, 2015

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History

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Types of Shuffles

Perfect Shuffle

Perfect interleaving of a deck.

Top-in-at-Random-Shuffle

Top card inserted into the deck at random.

Riffle Shuffle

Random interleaving of two halves of a deck.

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To begin...

We must know:

Deck order

Deck size

Type of Shuffle

Measure of Randomness

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Top-in-at-Random Shuffle

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Measure of Randomness: Variation Distances

d(k) ≡ ‖Qk∗ − U‖ → 0 as k →∞

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Variation Distances and the Cutoff Phenomenon

Prove:

d(n log n + cn) ≤ e−c ; all c ≥ 0, n ≥ 2

d(n log n − cnn)→ 1 as n→∞; all cn →∞

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Variation Distances and the Cutoff Phenomenon

Prove:

d(n log n + cn) ≤ e−c ; all c ≥ 0, n ≥ 2

d(n log n − cnn)→ 1 as n→∞; all cn →∞

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Coupon Collector’s Problem

Problem

Given n coupons, how many coupons do you expect you need todraw with replacement before having drawn each coupon at leastonce?

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Coupon Collector’s Problem

PROOF

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Proving Theorem 1

Prove:

d(n log n + cn) ≤ e−c ; all c ≥ 0, n ≥ 2

d(n log n − cnn)→ 1 as n→∞; all cn →∞

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Basic Math of Card Shuffling

GSR Model of Shuffling

Cut: Binomial Distribution

Shuffle: Probability determined by number of cards in eachhalf of the cut

Cutoff Phenomenon: 3/2 log2 n

Rising Sequences

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Rising Sequences

Rising Sequences

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Applications

Magic Tricks!

Gambling and Card Counting

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Questions?

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References

M. Aigner & G. Ziegler: Proofs from the book, (4th ed.). Berlin:Springer. (2010), 185-194.

D. Aldous & P. Diaconis: Shuffling cards and stopping times,Amer. Math. Monthly 93 (1986), 333-348.

D. Bayer & P. Diaconis: Trailing the dovetail shuffle to its lair,Annals Applied Probability 2 (1992), 294-313.

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