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Find the top X frequent numbers in a stream
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//Find the top X frequent numbers in a stream | |
// http://www.cs.berkeley.edu/~satishr/cs270/sp11/rough-notes/Streaming-two.pdf | |
// Returns the top numbers k and their frequencies in the set | |
// Complexity: | |
// space = O(k) | |
// time = O(N) | |
map<int, int> getFreq(k, Set) { | |
A = map<int, int> | |
for (k : getTop(k, Set) { | |
A[k] = (select i in Set where i == k).Count() | |
} | |
return A | |
} | |
// This function returns the top k numbers in the set S | |
// Complexity: | |
// space = O(k) | |
// time = O(N) | |
List<int> getTop(k, Set) { | |
auto A = map<int, int> | |
for (i : Set) { | |
if (A.size() < k) { | |
A[i] = 1 | |
} else if (A.contains(i)) { | |
A[i] += 1 // increment its frequency | |
} else { | |
for (t : A.keys) { | |
if (A[t] == 0) | |
A.remove(t) | |
} | |
if (A.size() < X) { | |
A[i] = 1 | |
} else { | |
for (t : A.keys) { | |
A[t] -= 1; // decrement frequency | |
} | |
} | |
} | |
} | |
return A.keys | |
} |
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