What is the optimal disjoint subset distribution for a given set of numbers?

  • Context: Graduate 
  • Thread starter Thread starter fabulous-me
  • Start date Start date
  • Tags Tags
    Optimization
Click For Summary
SUMMARY

The discussion centers on optimizing the disjoint subset distribution of a set of 'n' numbers to minimize a specific function value. The function, which lacks a polynomial formula, computes values based on the order of elements, emphasizing that earlier elements must maintain lower indices in the original set. The goal is to find the least valued subset distribution while ensuring that subsets do not overlap and their union equals the original set. The problem requires a clear understanding of both set theory and optimization techniques.

PREREQUISITES
  • Understanding of disjoint sets and subset distributions
  • Familiarity with optimization algorithms
  • Knowledge of function evaluation based on element order
  • Basic principles of combinatorial mathematics
NEXT STEPS
  • Research algorithms for partitioning sets, such as dynamic programming approaches
  • Explore optimization techniques for minimizing complex functions
  • Learn about combinatorial optimization and its applications
  • Study the implications of order-sensitive functions in mathematical modeling
USEFUL FOR

Mathematicians, data scientists, and software developers interested in optimization problems, particularly those involving set theory and combinatorial algorithms.

fabulous-me
Messages
2
Reaction score
0
I have an optimization problem which am not able to figure out after much thought. Any suggestions on how to go about it are welcome. Thanks in advance.

given a set of 'n' numbers. I have to find the optimal disjoint subset distribution of the set which minimizes the value given by a function ( The function values over each of the subsets are added to give the total value corresponding to a subset distribution). There's no polynomial formula for the function, the value is computed using a set of rules based on previous results. The function value can be calculated using a code for a given set. The upper bound is the sum of all the numbers in the set and the lower bound is the largest number in the set.

The order of appearance of numbers in the subset is important (being time values). Within each susbset of the distribution an element appearing prior to a latter element should have a lower indice in the original set.

Any suggestion will be highly appreciated. Thanks to all
 
Physics news on Phys.org
You haven't clearly defined a mathematical problem. I don't know what a "disjoint subset distribution" should mean. Let's take an example. Suppose the numbers are 1,2,3,4,5. Are you saying that you have an algorith A that assigns a numerical value to each possible partition of that set? So it assigns a number to the partition {{1},{2,3,4,5}} and another number to the partition {{1},{2,3},{4,5}} ?

The normal definition of set ( and subset) does not include an "order of appearance" property. So {2,3} and {3,2} are the same set. Are we dealing with some mathematical object that has an order to its component parts, such as a vector?
 
Stephen, thanks for replying.

1) yeah disjoint subset distribution means the subsets should have no overlapping elements and their union should equal to the entire set in original.

2) the function computes value for any set ( the value depends on the order of elements in the set. So for a particular subset distribution value is computed for all the subsets and added to give us the value corresponding to that distribution.

3) The order of appearance is important because the values in a set are arranged according to time. So in any member of the subset distribution and element appearing prior to another element should have a lower indice in the original set than the latter element.

{a,b,c,d}

this can be breaken into
{a,b},{c,d}
{a,b,c},{d}
{a},{b,c,d}
{a,c}{b,d}
{a,d},{c,b} >>> this is wrong, cause b appears prior to c in original set (the function gives different value for different orders.
...

and other combinations maintaining the order

3) the problem aims at finding the least valued subset distribution.
hope u get the problem now ? .
 

Similar threads

Replies
3
Views
2K
  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 3 ·
Replies
3
Views
4K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 6 ·
Replies
6
Views
3K
  • · Replies 14 ·
Replies
14
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K
Replies
4
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K