Equation of relation that has mulitple y points

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The discussion centers on finding a function F that maps a set of natural numbers X to multiple candidate outputs from sets Y, where each input x corresponds to a unique set of possible outputs. The user seeks the smallest degree function that can accurately represent this relationship, without being limited to polynomial forms. They hypothesize that the existence of multiple candidate y points for each x could allow for a more efficient function than traditional curve fitting methods, which typically focus on a single output. The conversation also references Lagrange's interpolation formula, noting that while n points can be fitted with an (n-1) degree polynomial, the goal is to explore alternative approaches that leverage the redundancy of multiple outputs. The user is open to suggestions for techniques or forums better suited for this inquiry.
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Hi, well I need something close to curve fitting. But I am not sure if it could serve the purpose. The problem is as below:
Suppose, I have the following relation X r Y. Here X is a natural number set. Suppose we have "k" sets,D1,D2,..Dk of selected datapoints over natural number, such that the intersection of all Di's is null set. Let Y be a set of all Di's.

The relation relates every x, to a set of possible data point sets in Y.

As an example see this, here we have k=3.

X Y
1 {2, 4, 5, 10, 12, 13 }
2 { 3,7,8,9,11,14}
3 {1,6, 15,17, 20, 22}
4 {2, 4, 5, 10, 12, 13 }
5 { 3,7,8,9,11,14}

The question is to find the Smallest equation/function F that Exactly fits the given data in such a way that F(x) just outputs anyone of the datapoint from the Di. I do not need the whole Di.Just anyone of the value from Di.

As an example, the F may be

X Y
1 2
2 3
3 1
4 2
5 3

I need to find the relation F :)




Well, I am looking for the smallest degree function. There is no restriction that it should be polynomial even.( May be aCos(x)+bSin(x) etc. ). What I am looking for is a technique that can take advantage of the fact that it has multiple candidate y points for each x. Many traditional curve fitting techniques tend to fit the curve around one y point.

My hypothesis is that since we have multiple candidate y points for each x, one can exploit this redundancy, and might be able to get a function much smaller than (n-1) polynomial. How true is this ?


If you know that I have chosen the wrong forum, please point me to the right place. Thanks
 
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Well, I am looking for the smallest degree function. There is no restriction that it should be polynomial even.( May be aCos(x)+bSin(x) etc. ). What I am looking for is a technique that can take advantage of the fact that it has multiple candidate y points for each x. Many traditional curve fitting techniques tend to fit the curve around one y point.

My hypothesis is that since we have multiple candidate y points for each x, one can exploit this redundancy, and might be able to get a function much smaller than (n-1) polynomial. How true is this?
 
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