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Maximum Number Of Points With Cost #159
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| Original file line number | Diff line number | Diff line change |
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| # 1937. Maximum Number of Points with Cost | ||
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| ## step1 | ||
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| dp を使えそうだと思った。計算量 O(mn^2) の解法しか思いつかず、TLE した解法: step1_TLE.py | ||
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| 28mほど経過して諦めて答えを見る | ||
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| # step2 | ||
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| https://leetcode.com/problems/maximum-number-of-points-with-cost/solutions/1344888/c-dp-from-om-n-n-to-om-n-by-npes87184-waex/?envType=problem-list-v2&envId=7p55wqm | ||
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| 各行の更新にもDPをつかう。これで正しいのか分からなかったので考えてみる | ||
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| left[c] | ||
| = max_{i<=c}(dp_prev[i] - (c-i)) | ||
| = max_{i<=c}(dp_prev[i] + i) - c | ||
| = max(max_{i<=c-1}(dp_prev[i] + i), dp_prev[c] + c) - c | ||
| = max(max_{i<=c-1}(dp_prev[i] + i) - (c - 1) - 1, dp_prev[c]) | ||
| = max(left[c-1] - 1, dp_prev[c]) | ||
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| 1マスずれるたびに一律に1ペナルティが発生するから前の列の値を使える | ||
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| rightも同様 | ||
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| --- | ||
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| running_max という変数を使って配列の生成コストをなくす | ||
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| これ以外の解法は思いつかない | ||
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| ## step3 | ||
| TODO | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,19 @@ | ||
| class Solution: | ||
| def maxPoints(self, points: List[List[int]]) -> int: | ||
| if not points or not points[0]: | ||
| return 0 | ||
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| num_rows = len(points) | ||
| num_cols = len(points[0]) | ||
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| dp_prev = points[0][:] | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. こちらのコメントをご参照ください。 今回の場合ですと、 previous_max_points あたりが良いと思います。 |
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| dp = [0] * num_cols | ||
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| for r in range(1, num_rows): | ||
| for c in range(num_cols): | ||
| dp[c] = max([dp_prev[c_prev] - abs(c - c_prev) for c_prev in range(num_cols)]) + points[r][c] | ||
| dp, dp_prev = dp_prev, dp | ||
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| return max(dp_prev) | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,28 @@ | ||
| class Solution: | ||
| def maxPoints(self, points: List[List[int]]) -> int: | ||
| if not points or not points[0]: | ||
| return 0 | ||
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| num_rows = len(points) | ||
| num_cols = len(points[0]) | ||
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| dp_prev = points[0][:] | ||
| dp = [0] * num_cols | ||
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| for r in range(1, num_rows): | ||
| left = [0] * num_cols | ||
| left[0] = dp_prev[0] | ||
| for c in range(1, num_cols): | ||
| left[c] = max(left[c - 1] - 1, dp_prev[c]) | ||
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| right = [0] * num_cols | ||
| right[-1] = dp_prev[-1] | ||
| for c in range(num_cols - 2, -1, -1): | ||
| right[c] = max(right[c + 1] - 1, dp_prev[c]) | ||
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| for c in range(num_cols): | ||
| dp[c] = points[r][c] + max(left[c], right[c]) | ||
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| dp_prev, dp = dp, dp_prev | ||
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| return max(dp_prev) |
25 changes: 25 additions & 0 deletions
25
1937.Maximum-Number-of-Points-with-Cost/step2_running_max.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,25 @@ | ||
| class Solution: | ||
| def maxPoints(self, points: List[List[int]]) -> int: | ||
| if not points or not points[0]: | ||
| return 0 | ||
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| num_rows = len(points) | ||
| num_cols = len(points[0]) | ||
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| dp_prev = points[0][:] | ||
| dp = [0] * num_cols | ||
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| for r in range(1, num_rows): | ||
| running_max = 0 | ||
| for c in range(num_cols): | ||
| running_max = max(running_max - 1, dp_prev[c]) | ||
| dp[c] = running_max | ||
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| running_max = 0 | ||
| for c in range(num_cols - 1, -1, -1): | ||
| running_max = max(running_max - 1, dp_prev[c]) | ||
| dp[c] = max(dp[c], running_max) + points[r][c] | ||
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| dp_prev, dp = dp, dp_prev | ||
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| return max(dp_prev) |
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思いつき方ですが、計算量 O(mn^2) は、まずできるとして、
計算量の形から2行でも、O(mn) か log つくくらいでできると言っています。
2行の場合ができたら、fold すればいいので2行の場合だけを考えればいいです。
これを線形時間で対応を取れるかですが、左向きに走査と右向きに走査を組み合わせればできそうですね。
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