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Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks....

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A PERSONAL VIEW OF P VERSUS NP Lance Fortnow Georgia Institute of Technology
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Page 1: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

A PERSONAL VIEW OF P VERSUS NP

Lance FortnowGeorgia Institute of Technology

Page 2: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff

… Vinay Deolalikar, a mathematician and electrical engineer at Hewlett-Packard, posted a proposed proof of what is known as the “P versus NP” problem on a Web site, and quietly notified a number of the key researchers.

Email: August 6, 2010From: Deolalikar, VinayTo: 22 people Dear Fellow Researchers,

I am pleased to announce a proof that P is not equal to NP, which is attached in 10pt and 12pt fonts…

NEW YORK TIMES AUGUST 16, 2010

Page 3: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

$1 Million Award for solving any of these problems. Birch and Swinnerton-Dyer

Conjecture Hodge Conjecture Navier-Stokes Equations P vs NP Poincaré Conjecture Riemann Hypothesis Yang-Mills Theory

CLAY MATH MILLENNIUM PRIZES

Page 4: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

FRIENDS AND ENEMIES

Page 5: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

FRIENDS AND ENEMIES OF FRENEMY

Page 6: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 7: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 8: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 9: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 10: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 11: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 12: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 13: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 14: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DATING SERVICE

Page 15: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

We can efficiently find a matching even among millions of men and women avoiding having to search all the possibilities.

EFFICIENT ALGORITHMS

P

Page 16: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CLIQUE

Page 17: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CLIQUE

Page 18: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CLIQUE

Page 19: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CLIQUE: HARD TO FIND

Page 20: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CLIQUE: EASY TO VERIFY

Page 21: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

Given a solution to a clique problem we can check it quickly

EFFICIENTLY VERIFIABLE

NP

Page 22: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

EASY TO SOLVE

EASY TO VERIFY

P AND NP

NPP

Page 23: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

EVERY PROBLEM WE CAN VERIFY EFFICIENTLY WE CAN SOLVE EFFICIENTLY

P = NP

Page 24: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

THERE ARE PROBLEMS WE CAN VERIFY QUICKLY THAT WE CAN’T SOLVE QUICKLY

P ≠ NP

Page 25: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CAN WE SOLVE EVERY PROBLEM QUICKLY IF THE SOLUTIONS ARE EASILY VERIFIABLE?

P = NP?

Page 26: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

WRITING ABOUT P AND NP

Page 27: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

THE P VERSUS NP PROBLEM

Two views of the problem Mathematical

) = ) ? World View

Can we “efficiently” solve all problems where we can “efficiently” check the solutions?

How does the world change if P = NP? How do we deal with hard problems if P ≠ NP?

Page 28: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

MATHEMATICAL VIEW OF P VS NP

Page 29: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

TURING MACHINE

Page 30: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

FORMALIZING THE TURING MACHINE

Transition Function

Tape AlphabetBlank Symbol

Input Alphabet

State SpaceStart State

Accept State

Page 31: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

TRANSITIONS

Transition function (state, symbol) →(state, symbol, direction)

Nondeterministic Can map to multiple possibilities

Page 32: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DEFINING P AND NP

DTIME(t(n)) is the set of languages accepted by deterministic Turing machines in time t(n)

NTIME(t(n)) is the set of languages accepted by nondeterministic Turing machines in time t(n)

P = ) NP = )

Does P = NP?

Page 33: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

MATHEMATICALLY ROBUST

Instead of Turing machine Multiple tapes Random access λ – calculus C++ LaTeX

Probabilistic and Quantum computers might not define the same class

Page 34: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

REDUCTIONS

A B

Page 35: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

NP-COMPLETE

Hardest problems in NP Cook-Levin 1971

Boolean Formula Satisfiability

u v w u w x v w x

Page 36: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

NP-COMPLETE

Page 37: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

1935: Turing’s Machine 1962: Hartmanis-Stearns: Computation time

depends on size of problem 1966: Edmonds, Cobham: Models of efficient

computation 1971: Steve Cook defines first NP-complete

problem 1972: Richard Karp shows 22 common problems

NP-complete 1971: Leonid Levin similar work in Russia 1979: Garey and Johnson publish list of 100’s of

NP-complete problems Now thousands of NP-complete problems over

many disciplines

VERY SHORT HISTORY

Page 38: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

OUTSIDE WORLD OF P VERSUS NP

Page 39: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

WHAT HAPPENS IF P = NP?

WECURE

CANCER

Page 40: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CURING CANCER

Page 41: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

William of Ockham, English Franciscan Friar Occam’s Razor (14th Century) Entia non sunt

multiplicanda praeter necessitatem

OCCAM’S RAZOR

Page 42: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

William of Ockham English Franciscan Friar Occam’s Razor (14th Century) Entities must not be

multiplied beyond necessity

The simplest explanation is usually the best.

If P = NP we can find that “simplest explanation”.

OCCAM’S RAZOR

Page 43: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

Rosetta Stone 196 BC Decree in three

languages• Greek• Deomotic• Hieroglyphic In 1822, Jean-François

Champollion found a simple grammar.

TRANSLATION

Page 44: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

MACHINE LEARNING

Page 45: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

IF P = NP

Page 46: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

IF P NP: CRYPTOGRAPHY

Page 47: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

IF P NP: ZERO-KNOWLEDGE PROOFS

Page 48: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DEALING WITH HARDNESS

How do you deal with NP-completeness?

Page 49: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

Brute Force Heuristics Small Parameters Approximation Solve a Different Problem Give Up

DEALING WITH HARDNESS

Page 50: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

HOW DO WE PROVE P ≠ NP?

Page 51: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

WHAT DOESN’T WORK?

Page 52: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DIAGONALIZATION

1 2 3 4 5 6

S1 In Out In Out In In

S2 Out In Out Out In Out

S3 Out Out Out Out Out Out

S4 In Out In Out In Out

S5 In In In In In In

S6 Out In Out Out Out In

Page 53: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

DIAGONALIZATION

NP doesn’t have enough power to simulate P

Relativized world where P = NP. Can get weaker time/space results:

No algorithm for satisfiability that uses logarithmic space and n1.8 time.

Page 54: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CIRCUIT COMPLEXITY

Measure complexity by size of circuit. Different circuits for each input length. Efficient computation essentially equivalent

to small circuits.

Page 55: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

CIRCUITS

Idea: Show no single gate changes things much so needs lots of gates for NP-complete problems

Works for circuits of limited depth or negations.

“Natural Proofs” give some limitations on this technique.

Page 56: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

PROOF COMPLEXITY

( x AND y ) OR (NOT x) OR (Not y)

If P = NP (or even NP = co-NP) then every tautology has a short proof.

Try to show tautologies only have long proofs.

Works only for limited proof systems like resolution.

Page 57: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

THE FUTURE OF P V NP

Page 58: Lance Fortnow Georgia Institute of Technology. Step 1: Post Elusive Proof. Step 2: Watch Fireworks. By John Markoff … Vinay Deolalikar, a mathematician.

THE GOLDEN TICKET

goldenticket.fortnow.com


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