### Problem Statement There are $N$ houses number...

Creado el: 12 de julio de 2025

Respondido usando O4 Mini por Chat01

Pregunta

Problem Statement

There are NN houses numbered from 11 to NN on a number line. House ii is located at coordinate XiX_i. Multiple houses may be located at the same coordinate.

You place MM base stations at arbitrary real coordinates on the number line. Then, you set a non-negative integer signal strength for each base station.

When the signal strength of a base station is set to xx, The signal from that base station reaches a house if and only if the distance between the base station and the house is at most x2\displaystyle\frac{x}{2}. Particularly, when x=0x=0, the signal reaches only houses located at the same coordinate as the base station.

Find the minimum possible sum of signal strengths when the positions and signal strengths of the base stations are set such that at least one base station's signal reaches every house.

It can be proved that the answer is an integer for any input satisfying the constraints.### Constraints

  • 1MN5×1051 \leq M \leq N \leq 5 \times 10^5
  • 1Xi10121 \leq X_i \leq 10^{12} (1iN1 \leq i \leq N)
  • All input values are integers.### Output

Output the answer as an integer in one line.

Pensamiento

Evaluating algorithm for coverage

The user is dealing with a problem of covering houses with base stations, minimizing total signal strengths. The task is to find a way to cover points on a line with M intervals (base stations), where the total span of the intervals is minimized. This is about splitting sorted points into M clusters, where each cluster's cost is calculated based on the range it needs to cover. The challenge is finding the optimal interval length so that the total signal cost is minimized.

Thought for a few seconds

Respuesta

To minimize the total signal strength, observe that each base‐station of strength xx covers an interval of length xx. Since you have MM intervals to cover all NN house‐points, you want to partition the sorted list of house coordinates into MM contiguous groups so as to minimize the sum of the spans of those groups.

  1. Sort the house coordinates: X(1)X(2)X(N). X_{(1)} \le X_{(2)} \le \cdots \le X_{(N)}.
  2. Compute the gaps between adjacent houses: di=X(i+1)X(i),i=1,2,,N1. d_i = X_{(i+1)} - X_{(i)}, \quad i = 1,2,\dots,N-1.
  3. If you only place one base station (M=1M=1), you must cover from X(1)X_{(1)} to X(N)X_{(N)}, so the total strength is X(N)X(1). X_{(N)} - X_{(1)}.
  4. For M>1M>1, you can “break” the line at the M1M-1 largest gaps, effectively creating MM segments. Within each segment [L,R][L,R] you need strength RLR-L. Hence the minimum total strength is (X(N)X(1))    the (M1)largest didi. \bigl(X_{(N)} - X_{(1)}\bigr)\;-\;\sum_{\substack{\text{the }(M-1)\\\text{largest }d_i}} d_i. Equivalently, answer=i=1N1di    the (M1)largest didi=the smallest (NM)gaps among didi. \text{answer} = \sum_{i=1}^{N-1} d_i \;-\;\sum_{\substack{\text{the }(M-1)\\\text{largest }d_i}} d_i = \sum_{\substack{\text{the smallest }(N-M)\\\text{gaps among }d_i}} d_i.

Algorithmic steps in O(NlogN)O(N\log N) time:

text
1. Read N, M and array X of length N. 2. Sort X. 3. Build array D of length N−1 with D[i] = X[i+1] − X[i]. 4. Sort D in descending order. 5. Sum up D[M], D[M+1], …, D[N−1] (i.e. skip the largest M−1 gaps). That sum is your answer.
  • If MNM\ge N, you can station one transmitter per house (or even more), so each house lies exactly at a station: answer = 0.
  • If M=1M=1, you get a single interval covering all houses: answer = maxXiminXi\max X_i - \min X_i.

This greedy “break at the largest gaps” is optimal because any reduction in total covered length comes precisely from not spanning the largest empty stretches between houses.

Pregunta

C++ Code

Pensamiento

Thought for a second

Respuesta

cpp
#include <bits/stdc++.h> using namespace std; using ll = long long; int main() { ios::sync_with_stdio(false); cin.tie(nullptr); int N, M; cin >> N >> M; vector<ll> X(N); for (int i = 0; i < N; i++) { cin >> X[i]; } if (M >= N) { // We can place at least one station per house cout << 0 << "\n"; return 0; } sort(X.begin(), X.end()); // Compute gaps between consecutive houses vector<ll> gaps; gaps.reserve(N - 1); for (int i = 1; i < N; i++) { gaps.push_back(X[i] - X[i - 1]); } // Sort gaps descending sort(gaps.begin(), gaps.end(), greater<ll>()); // We want to skip the largest M-1 gaps, summing the rest ll answer = 0; for (int i = M - 1; i < (int)gaps.size(); i++) { answer += gaps[i]; } cout << answer << "\n"; return 0; }

How it works:

  1. Read NN (number of houses) and MM (number of base stations).
  2. If MNM \ge N, answer is 0 (one station per house).
  3. Sort the house coordinates.
  4. Compute the differences (gaps) between adjacent sorted coordinates.
  5. Sort these gaps in descending order.
  6. The optimal placement “breaks” at the largest M1M-1 gaps, so we sum all the remaining gaps to get the minimal total signal strength.
  7. Output that sum.

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