Question
In the MAX SAT problem, we are given a formula ?? with m clauses over n variables and we want to find a truth assignment
In the MAX SAT problem, we are given a formula ?? with m clauses over n variables and we want to find a truth assignment that satisfies as many clauses as possible.
Here is a simple randomized algorithm for this problem.
for each variable do
set its value to either 0 or 1 by flipping a coin
end for
(a) Suppose that the j-th clause has kj literals. Give the expected number of clauses satisfied by the above algorithm and provide a lower bound for this number in terms of the input parameters.
(b) Next assume that each clause contains exactly k literals. Give the expected number of clauses satisfied now and provide a lower bound for this number. How does it compare to the lower bound above?
(c) Now de-randomize the above algorithm as follows: instead of flipping a coin for each variable, select the value that satisfies the most as-yet-unsatisfied clauses. Give a lower bound for the number of clauses satisfied by this deterministic algorithm.
Hint: let L_i be the number of clauses containing at least one of the variables {x_1, . . . , x_i}. Show that after i variables have been assigned, the number of satisfied clauses is greater than L_i/2.
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started