N节点选择场景下并集规模的下界求解问题
Alright, let's break this down clearly—you’re spot-on with the intuition that at least 2/3 of the numbers have to end up in the final union, and I’ll walk through the rigorous proof to back that up, plus cover the extreme case you mentioned.
Problem Recap
First, let’s make sure we’re aligned on the setup:
- We have
Ndistinct numbers (labeled1toN) andNnodes (labeledT₁toT_N). - Each node picks exactly 2/3 of the numbers (we’ll assume
Nis a multiple of 3 for simplicity—adjustments for non-multiples use floor/ceil functions and follow the same core logic) and shares its selection. - The algorithm outputs the union of all numbers that are chosen by at least 2/3 of the nodes.
- We need to prove this union is at least 2/3 the size of the original number set, and note the edge case where every number makes it into the union.
Rigorous Proof of the Lower Bound
We’ll use a proof by contradiction here—if we assume the opposite of what we want to show, we’ll end up with an impossible statement, which confirms our original intuition.
Define our sets:
- Let
Ube the output union: all numbers selected by ≥2/3 of the nodes. - Let
Bbe the "bad" set: numbers selected by <2/3 of the nodes. By definition,|U| + |B| = N(every number is in one set or the other).
- Let
Assume the opposite:
Suppose for contradiction that|U| < 2N/3. That means|B| > N/3(since|B| = N - |U|).Double-count selected pairs:
Let’s count the total number of times a number is picked by any node—we can do this two ways:- First way: Each node picks
2N/3numbers, so total selected pairs (node + number) =N * (2N/3) = 2N²/3. - Second way: Sum up how many nodes picked each number. For numbers in
U, this sum is at least|U|*(2N/3)(each is picked by at least 2/3 of nodes). For numbers inB, this sum is less than|B|*(2N/3)(each is picked by fewer than 2/3 of nodes).
Combining these, we get:
2N²/3 = (sum of picks for U) + (sum of picks for B)Rearranging to isolate the sum for
B:sum of picks for B = 2N²/3 - sum of picks for U- First way: Each node picks
Hit the contradiction:
Since every number inUis picked by ≥2/3 of nodes,sum of picks for U ≥ |U|*(2N/3). Substitute that into the equation above:sum of picks for B ≤ 2N²/3 - |U|*(2N/3)But
|U| = N - |B|, so substitute that in too:2N²/3 - (N - |B|)*(2N/3) = (2N/3)*(N - (N - |B|)) = |B|*(2N/3)So now we have
sum of picks for B ≤ |B|*(2N/3). But wait—by definition ofB, every number inBis picked by <2/3 of nodes, which meanssum of picks for B < |B|*(2N/3).Let’s make this concrete with
N=3k(a multiple of 3, so 2N/3=2k). If|B|>k(since|B|>N/3), thensum of picks for B < |B|*2k. But from the double-counting, we also havesum of picks for B ≤ |B|*2k. Taking this a step further:
The sum of picks forBis also equal to total picks minus picks forU:sum of picks for B = 3k*2k - sum of picks for U = 6k² - sum of picks for USince
sum of picks for U ≥ |U|*2kand|U|=3k - |B|, substitute:sum of picks for B ≤6k² - (3k - |B|)*2k =6k² -6k² + |B|*2k= |B|*2kBut we know
sum of picks for B < |B|*2k(because every number inBis picked by fewer than 2k nodes). This gives us|B|*2k > sum of picks for B ≤ |B|*2k—which simplifies to|B|*2k > |B|*2k. That’s a contradiction!Final Conclusion:
Our initial assumption that|U| <2N/3is impossible. Therefore, the size of the unionUmust be at least2N/3.
Extreme Case: All Numbers Make the Union
You’re right that there are scenarios where every number ends up in the output. For example, take N=3k and arrange the numbers in a circle. Each node T_i picks the next 2k numbers (wrapping around the circle if needed). In this setup, every number is picked by exactly 2k nodes (which is exactly 2/3 of the total nodes), so all N numbers meet the threshold and are included in the union.
内容的提问来源于stack exchange,提问作者ShaharA




