• 选最合适的公寓——距离学校,超市,健身房的最大距离最小


    refer to: https://www.algoexpert.io/questions/Apartment%20Hunting

    Arrays.Apartment Hunting.Hard

    • 题目描述:

    给定一组连续的block的信息链表,每个元素代表每一个街区的设备情况(是否有学校,健身房,超市),再给定一个requirements数组,包含需要考虑的元素(学校,健身房,超市)

    求住在哪一个街区会使得去学校,健身房,超市的最大距离最小。

    • 分析

    1. 使用三个for循环

    顺序遍历每一个街区,对于每一个街区,遍历每一个reqs,计算当前的街区满足所有reqs的至少要走多少步(所有reqs满足的最大值),最大值存到一个res数组中,代表住在每一个街区的前往三个位置至少要走多少步

    计算res数组的最小值,最小的(至少走多少步到达学校,超市,健身房)

    • 代码
    •  1 import java.util.*;
       2 
       3 //O(b^2*r) time | O(b) space
       4 //b is the number of blocks, r is the number of requirements
       5 class Program {
       6   public static int apartmentHunting(List<Map<String, Boolean>> blocks, String[] reqs) {
       7         int[] res = new int[blocks.size()];//the maxDistance needed to go to 3 places at each block
       8         Arrays.fill(res, Integer.MIN_VALUE);//need to calculate max value, initialize as min value
       9         
      10         for(int i = 0; i < blocks.size(); i++){//iterate all blocks
      11             for(String req: reqs){//iterate all requiements
      12                 int minReq = Integer.MAX_VALUE;//min distance to satisfy each requirement at current block
      13                 for(int j = 0; j < blocks.size(); j++){
      14                     if(blocks.get(j).get(req)){//check the list, if the boolean value is true, we find the req
      15                         minReq = Math.min(minReq, Math.abs(i-j));//update the min distance 
      16                     }                
      17                 }
      18                 res[i] = Math.max(res[i], minReq);    //update the  maxDistance needed to go to 3 places at each block        
      19             }            
      20         }
      21         return getMinIdx(res);//get the min index according to the res array.
      22         
      23   }
      24     public static int getMinIdx(int[] Array){ //function to get min_value index from an array
      25         int idx_min = 0;
      26         int min_value = Integer.MAX_VALUE;
      27         for(int i=0; i < Array.length; i++){
      28             if(min_value > Array[i]){
      29                 min_value = Array[i];
      30                 idx_min = i;
      31             }        
      32         }
      33         return idx_min;        
      34     }
      35 }

      2. 简化时间复杂度:对于每一个地点,提前计算每一个街区到达每一个地点的最短距离,存储起来,得到一个二元数组,然后对于每一个街区,求每一个街区到达三个地点至少走多少步(maxDisAtBlocks),这里得到一个一元数组存储maxDisAtBlocks,最后求maxDisAtBlocks的最小值的索引号。

    代码

     1 import java.util.*;
     2 //O(br) time | O(br) space
     3 //b: # of blocks, r: # of requirements
     4 class Program {
     5   public static int apartmentHunting(List<Map<String, Boolean>> blocks, String[] reqs) {
     6     int[][] minDisFromBlocks = new int[reqs.length][];
     7         for(int i = 0; i < reqs.length; i++){
     8             minDisFromBlocks[i] = getMinDistance(blocks, reqs[i]);
     9             //get the min distance from each block to each req.
    10         }
    11         int[] maxDisAtBlocks = getMaxDistanceAtBlocks(blocks, minDisFromBlocks);
    12         //get the max distance for each block to go to the three required places13         return getMinIdx(maxDisAtBlocks);
    14     }
    15     
    16     public static int[] getMinDistance(List<Map<String, Boolean>> blocks, String req){
    17         //the min distance from each block to each req.
    18         int[] minDistance = new int[blocks.size()];
    19         int closeReqIdx = Integer.MAX_VALUE;
    20         for(int i = 0; i < blocks.size(); i++){
    21             if(blocks.get(i).get(req)) closeReqIdx = i;
    22             minDistance[i] = Math.abs(i-closeReqIdx);
    23         }
    24         for(int i = blocks.size() - 1; i >= 0; i--){
    25             if(blocks.get(i).get(req)) closeReqIdx = i;
    26             minDistance[i] = Math.min(minDistance[i], Math.abs(i-closeReqIdx));
    27         }
    28         return minDistance;    
    29     }
    30     
    31     public static int[] getMaxDistanceAtBlocks(
    32         //get the max distance to all reqs from each block
    33     List<Map<String, Boolean>> blocks, int[][] minDisFromBlocks){
    34         int[] maxDisAtBlocks = new int[blocks.size()];
    35         for(int i = 0; i < blocks.size(); i++){
    36             int[] minDisAtBlock = new int[minDisFromBlocks.length];
    37             for(int j = 0; j < minDisFromBlocks.length; j++){
    38                 minDisAtBlock[j] = minDisFromBlocks[j][i];
    39             }
    40             maxDisAtBlocks[i] = arrayMax(minDisAtBlock);        
    41         }
    42         return maxDisAtBlocks;    
    43     }
    44     
    45     public static int getMinIdx(int[] Array){ 
    46         //function to get min_value index from an array
    47         int idx_min = 0;
    48         int min_value = Integer.MAX_VALUE;
    49         for(int i=0; i < Array.length; i++){
    50             if(min_value > Array[i]){
    51                 min_value = Array[i];
    52                 idx_min = i;
    53             }        
    54         }
    55         return idx_min;        
    56     }
    57     
    58     public static int arrayMax(int[] array){
    59         //get the max value from an array
    60         int max = array[0];
    61         for(int a: array){
    62             if(a>max){
    63                 max = a;
    64             }
    65         }
    66         return max;    
    67     }
    68     
    69 }

     

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  • 原文地址:https://www.cnblogs.com/LilyLiya/p/14337820.html
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