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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 N distinct numbers (labeled 1 to N) and N nodes (labeled T₁ to T_N).
  • Each node picks exactly 2/3 of the numbers (we’ll assume N is 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.

  1. Define our sets:

    • Let U be the output union: all numbers selected by ≥2/3 of the nodes.
    • Let B be 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).
  2. Assume the opposite:
    Suppose for contradiction that |U| < 2N/3. That means |B| > N/3 (since |B| = N - |U|).

  3. 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/3 numbers, 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 in B, 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
    
  4. Hit the contradiction:
    Since every number in U is 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 of B, every number in B is picked by <2/3 of nodes, which means sum 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), then sum of picks for B < |B|*2k. But from the double-counting, we also have sum of picks for B ≤ |B|*2k. Taking this a step further:
    The sum of picks for B is also equal to total picks minus picks for U:

    sum of picks for B = 3k*2k - sum of picks for U = 6k² - sum of picks for U
    

    Since sum of picks for U ≥ |U|*2k and |U|=3k - |B|, substitute:

    sum of picks for B ≤6k² - (3k - |B|)*2k =6k² -6k² + |B|*2k= |B|*2k
    

    But we know sum of picks for B < |B|*2k (because every number in B is 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!

  5. Final Conclusion:
    Our initial assumption that |U| <2N/3 is impossible. Therefore, the size of the union U must be at least 2N/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

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