Thursday, September 21, 2006

Cake cutting is NOT a piece of cake

My Boss is out of india for a week so I am a bit relaxed now. Yesterday, I was just surfing the net and I recalled something about "Cake cutting". I did a bit of googling and found
this paper. The paper defines the problem formally and then give information about existing cake-cutting algorithms. Initially, I thought the paper might actually contain the algorithms but to my misfortune it does not. However, it shows how sorting can be reduced to the cake-cutting problem ( under certain conditions ). The most interesting piece of information I got from this paper is that it is not even easy ( in terms of complexity ) to cut a cake in a way so as to guarantee a positive share ( not even fair...just positive ) to every contender.

Well, for those of you who are baffled by the above text, let me refer to a lecture note. I am copying the text below in the fear of losing this nice piece of text in case it is removed from the original source.

There is also a very nice book named "Cake cutting algorithms : Be fair if you can" by Jack Robertson and William webb. I am saying this book is nice because I got very good reviews about it. The review says that it is lucid enough for a novice to try out. I wish to read it someday.

Anyways, it did not seem to cut a cake that difficult while celebrating b'days in the department :D ( I guess because we did not bother about the fair share ...:D)
Lecture Notes on Cake Cutting & Fair Division, Thursday 9/18/2003, CS70

The cake-cutting problem:
We have a cake, and n people who want to split it amongst themselves.
However, each person might value different portions of the cake
differently. (I like flowers; you hate them. I hate icing; you
prefer it.) What's worse, we don't trust each other! What can we

A protocol is *fair* for X if the following property is true:
If X follows the party, then X gets at least 1/n-th of the cake
(by X's measure), no matter how the other parties behave.
The protocol is *fair* if it is fair for all parties.

For n=2: cut-and-choose protocol
1. Alice cuts the cake into two equal pieces (equal by her measure)
2. Bob chooses whichever piece looks larger (by his measure)
3. Alice takes the remaining one
Theorem: Cut-and-choose is fair.
Proof: If Alice follows the protocol, she gets exactly 1/2 (by her
measure), no matter how Bob behaves.
Next Let's consider Bob. When it is time for him to choose,
he sees two pieces, one worth W and the other worth 1-W (by his measure).
It is guaranteed that either W >= 1/2 or 1-W >= 1/2 (if W < 1 =" W+1-W" 2 =" 1,">2?

For general n:
If n=2, use cut-and-choose. Otherwise:

Let first n-1 people divide the cake using a recursive
call to this procedure.
Then the nth person steps in and
asks each of the first n-1 people to divide her share into
n equal pieces (by her measure).
Finally, the nth person goes around and collects the
largest (in his view) of the n pieces from each of the other people.

Does each think they've got at least 1/n of the whole pile
(by their measure)?
For first n-1 people, yes, since they get
>= 1/(n-1) after recursive call, divide this into pieces each of
size >= 1/n(n-1), and then get n-1 of these pieces.
For last person, yes, since he gets at least x_i/n from the ith
person, if ith person's whole share is worth x_i. Also,
x_1 + ... + x_{n-1} = 1, so last person's total share is
x_1/n + ... + x_{n-1}/n >= 1/n. Therefore:
Theorem: This protocol is fair.
Proof: By induction on n. We've proved the base case (n=2).
The inductive step is exactly what appears in the previous paragraph. QED.

This general protocol can be implemented as a recursive program.
Q: What's the running time?
A: n! > 2^n ... which is exponential. yuck.

Q: Can it be done in time polynomial in n?

Puzzle: Find a fair cake-cutting protocol with running time polynomial in n.
One answer: A moving knife.
Move a knife slowly from left to right. When area to the left of the knife
covers at least 1/n-th of the cake by your measure, yell "Stop!". First person
to yell "Stop!" gets everything to the left of the knife, and we continue.

However, we might prefer to avoid using moving knifes.
Q: Why not use a moving knife?
A: hard to implement in a distributed system without time synchronization

Puzzle: Find a fair cake-cutting protocol with running time polynomial in n,
with no use of moving knives.
One solution:
Take the n-party moving knife algorithm, and translate it into
a non-moving-knife protocol by having each person cut at first
point they'd yell "Stop!". Take the smallest piece and give it to
the person who cut there. Then, continue dividing up the rest of the
cake up among the remaining n-1 parties.
Running time: O(n^2) basic operations

A protocol is *envy-free* for X if it has the following property:
if X follows the protocol, then X gets at least as much (by X's measure)
as anyone else gets (by X's measure), no matter how the other parties behave.
A protocol is *envy-free* if it is envy-free for all participants.

Q: Is 2-party cut-and-choose envy-free?
A: Yes (do you see why?)

Q: Is the recursive algorithm I gave last time envy-free for n=3?
(i.e., A+B cut-and-choose, then divide their pieces into 3 sub-pieces;
C gets to choose one sub-piece from A & one from B)
A: No.
(A+B might conspire to give whole cake to A; then C gets 1/3,
but A gets 2/3, not envy-free)

Q: Is the 3-party moving knife algorithm envy-free?
(i.e., move knife slowly to right until someone yells Stop!, repeat)
A: No.
(suppose A yells Stop! first. then B+C might conspire to give
all of remainder to B and none to C, not envy-free)

By the way, this is a non-zero-sum game.
Non-zero sum games often allow everyone to come away with better
than 1/n-th of the cake.

An example of "arbitrage" and a non-zero-sum game:
Alice believes that Gore will win the election with probability
5/8. Bob believes that Bush will win the election with probability

Assuming that Alice and Bob are both willing to accept any bet
that gives them a positive expectation of winning, did you know
that there's a way to place bets with both of them so that you can
make money for certain?

Here's what you can do. Bet with Alice that you'll pay her $2 if
Gore wins and she'll pay you $3 otherwise. Alice agrees because
her expectation is: $2(5/8)-$3(3/8)=$1/8.

Bet with Bob that you'll pay him $2 if Bush wins, and he'll pay
you $3 otherwise. Bob agrees because his expectation is

Alice and Bob both believe they have positive expectation, but
you will win for certain: if either Bush or Gore wins, you will net
a dollar!

An envy-free cake-cutting protocol for n=3 people:

Problem: polynomial-time envy-free cake-cutting protocol for all n
(This might be open?)

Tuesday, September 19, 2006

I am back..!!

Well, No wonder I have not been posting anything on blogger since long. July was undoubtedly the most exhausting week because of the final project presentation. After that, I enjoyed a real nice vacation...and for me, vacation means vacation, no emails, no short.. no worry :D.

So currently I am sitting in IBM India Research Lab at IIT Delhi. I have joined here on 2nd august but since then nothing interesting happend which would push me to write over here. In fact, right now I am writing no because I have something to write. But because I am sitting idle for a while.

The main character of my last few posts, the hero of the story or comedian of the story is missing. Yeah, the number of post on my blog is reduced because the entire gang is now in delhi, malik in h'bad, saket in dubai, guptav in pune, keyur in b'lore and sushil in mumbai. No wonder this post is boring :D but I hope to write something interesting now onwards may be with a flambuoyant language because of GRE preparation. But this posting was like a "keep alive" packet.