I\'m looking to explore different algorithms, both recursive and dynamic programming, that checks if one arrayA is a subsequence of arrayB. For example,
arra
As dasblinkenlight has correctly said(and i could not have phrased it better than his answer!!) a greedy approach works absolutely fine. You could use the following pseudocode (with just a little more explanation but totally similar to what dasblinkenlight has written)which is similar to the merging of two sorted arrays.
A = {..}
B = {..}
j = 0, k = 0
/*j and k are variables we use to traverse the arrays A and B respectively*/
for(j=0;j<A.size();){
/*We know that not all elements of A are present in B as we
have reached end of B and not all elements of A have been covered*/
if(k==B.size() && j<A.size()){
return false;
}
/*we increment the counters j and k both because we have found a match*/
else if(A[j]==B[k]){
j++,k++;
}
/*we increment k in the hope that next element may prove to be an element match*/
else if(A[j]!=B[k]){
k++;
}
}
return true; /*cause if we have reached this point of the code
we know that all elements of A are in B*/
Time Complexity is O(|A|+|B|) in the worst case, where |A| & |B| are the number of elements present in Arrays A
and B
respectively. Thus you get a linear complexity.
Here is an example in Ruby:
def sub_seq?(a_, b_)
arr_a = [a_,b_].max_by(&:length);
arr_b = [a_,b_].min_by(&:length);
arr_a.select.with_index do |a, index|
arr_a.index(a) &&
arr_b.index(a) &&
arr_b.index(a) <= arr_a.index(a)
end == arr_b
end
arrayA = [1, 2, 3]
arrayB = [5, 6, 1, 7, 2, 9, 3]
puts sub_seq?(arrayA, arrayB).inspect #=> true
Since you must match all elements of arrayA
to some elements of arrayB
, you never need to backtrack. In other words, if there are two candidates in arrayB
to match an element of arrayA
, you can pick the earliest one, and never retract the choice.
Therefore, you do not need DP, because a straightforward linear greedy strategy will work:
bool isSubsequence(int[] arrayA, int[] arrayB) {
int startIndexB = 0;
foreach (int n in arrayA) {
int next = indexOf(arrayB, startIndexB , n);
if (next == NOT_FOUND) {
return false;
}
startIndexB = next+1;
}
return true;
}
As @sergey mentioned earlier, there is no need to do backtracking in this case. Here just another Python version to the problem:
>>> A = [1, 2, 3]
>>> B = [5, 6, 1, 7, 8, 2, 4, 3]
>>> def is_subsequence(A, B):
it = iter(B)
return all(x in it for x in A)
>>> is_subsequence(A, B)
True
>>> is_subsequence([1, 3, 4], B)
False
>>>