I have a decision tree that i need to turn to a code in C#
The simple way of doing it is using if-else statements but in this solution i will need to create 4-5 nested conditions.
I am looking for a better way to do it and so far i read a little bit about rule engines.
Do you have something else to suggest for an efficient way to develop decision tree with 4-5 nested conditions?
I implemented a simple decision tree as a sample in my book. The code is available online here, so perhaps you could use it as an inspiration. A decision is essentially represented as a class that has references to true
branch and false
branch and contains a function that does the test:
class DecisionQuery : Decision {
public Decision Positive { get; set; }
public Decision Negative { get; set; }
// Primitive operation to be provided by the user
public Func<Client, bool> Test { get; set; }
public override bool Evaluate(Client client) {
// Test a client using the primitive operation
bool res = Test(client);
// Select a branch to follow
return res ? Positive.Evaluate(client) : Negative.Evaluate(client);
}
}
Here, Decision
is a base class that contains Evaluate
method and the source contains one additional derived type that contains a final decision of the tree (yes/no). The type Client
is a sample input data that you're analysing using the tree.
To create a decision tree, you can write something like:
var tree = new DecisionQuery {
Test = (client) => client.Income > 40000,
Positive = otherTree,
Negative = someOtherTree
};
If you just want to write five nested static if
clauses then maybe just writing if
is fine. The benefit of using a type like this one is that you can easily compose trees - e.g. reuse a part of a tree or modularize the construction.