查找在该月的已知日期(1 ... 30)购买旅行所需的最低票价。有三种类型的门票:1天有效期为1天,2天有效,7天有效7天,7天有效,30天有效30天,25个单位。
例如:我想在一个月的[1,4,6,7,28,30]天旅行,即每月的第1天,第4天,第6天......。如何购买门票以降低成本。
我尝试使用动态编程来解决这个问题,但解决方案并没有为我提供所有案例的正确答案。这是我在Java中的解决方案:
public class TicketsCost {
public static void main(String args[]){
int[] arr = {1,5,6,9,28,30};
System.out.println(findMinCost(arr));
}
public static int findMinCost(int[] arr) {
int[][] dp = new int[arr.length][3];
int[] tDays = {1,7,30};
int[] tCost = {2,7,25};
for (int i = 0; i < arr.length; i++) {
for (int j = 0; j < 3; j++) {
if (j==0){
dp[i][j]= (i+1)*tCost[j];
}
else{
int c = arr[i]-tDays[j];
int tempCost = tCost[j];
int k;
if (c>=arr[0] && i>0){
for (k = i-1; k >= 0; k--) {
if (arr[k]<=c){
c = arr[k];
}
}
tempCost += dp[c][j];
int tempCostX = dp[i-1][j] + tCost[0];
tempCost = Math.min(tempCost,tempCostX);
}
dp[i][j] = Math.min(tempCost,dp[i][j-1]);
}
}
}
return dp[arr.length-1][2];
}
}
该解决方案不适用于{1,7,8,9,10}输入,它提供10但正确答案应为9.此外,对于{1,7,8,9,10,15}它给出了13但正确的是11。 我发布了我的解决方案,不是为了我调试它,而是仅供参考。我采用了自下而上的动态编程方法来解决这个问题。这种方法是否正确?
答案 0 :(得分:9)
让MC( d )表示将在第1天到 d 支付所有旅行的最低费用。所需的答案是MC(30)。
要计算MC( d ),请注意以下事项:
正如您所知,动态编程(自下而上递归)非常适合这种情况。
为了便于编码,我建议我们首先将天数列表转换为“这是一个旅行日吗?”的查询表:
boolean[] isDayWithTrip = new boolean[31]; // note: initializes to false
for (final int dayWithTrip : arr) {
isDayWithTrip[dayWithTrip] = true;
}
然后我们可以创建一个数组来跟踪最低成本,并从索引0开始填充它:
int[] minCostUpThroughDay = new int[31];
minCostUpThroughDay[0] = 0; // technically redundant
for (int d = 1; d <= 30; ++d) {
if (! isDayWithTrip[d]) {
minCostUpThroughDay[d] = minCostUpThroughDay[d-1];
continue;
}
int minCost;
// Possibility #1: one-day pass on day d:
minCost = minCostUpThroughDay[d-1] + 2;
// Possibility #2: seven-day pass ending on or after day d:
minCost =
Math.min(minCost, minCostUpThroughDay[Math.max(0, d-7)] + 7);
// Possibility #3: 30-day pass for the whole period:
minCost = Math.min(minCost, 25);
minCostUpThroughDay[d] = minCost;
}
结果是minCostUpThroughDay[30]
。
您可以在以下位置查看上述代码:https://ideone.com/1Xx1fd。
答案 1 :(得分:1)
Python3中的一种递归解决方案。
from typing import List
def solution(A: List[int]) -> int:
if not any(A):
return 0
tickets = {
1: 2,
7: 7,
30: 25,
}
import sys
min_cost = sys.maxsize
size = len(A)
for length, price in tickets.items():
current_cost = price
idx = 0
last_day = A[idx] + length
while idx < size and A[idx] < last_day:
idx += 1
if current_cost > min_cost:
continue
current_cost += solution(A[idx:])
if current_cost < min_cost:
min_cost = current_cost
return min_cost
if __name__ == '__main__':
cases = {
11: [1, 4, 6, 7, 28, 30],
9: [1, 7, 8, 9, 10],
}
for expect, parameters in cases.items():
status = (expect == solution(parameters))
print("case pass status: %s, detail: %s == solution(%s)" %
(status, expect, parameters))
答案 2 :(得分:0)
public class Main03v3
{
public static void main(String[] args)
{
int[] A = {1,7,8,9,10,15,16,17,18,21,25};
System.out.println("Traveling days:\r\n "+Arrays.toString(A));
int cost = solution(A);
System.out.println("\r\nMinimum cost is " + cost);
System.out.println("\r\n" + new String(new char[40]).replace("\0", "-"));
}
public static int solution(int[] A)
{
if (A == null) return -1;
int sevenDays = 7;
int dayCost = 2, weekCost = 7, monthCost = 25;
int ratio_WeekAndDays = weekCost / dayCost;
int len = A.length;
if (len == 0) return -1;
if (len <= 3) return len * dayCost;
int cost[] = new int[len];
int i = 0;
while (i < len)
{
int startIdx = i, endIdx = i + 1;
while (endIdx < len && A[endIdx]-A[startIdx] < sevenDays)
endIdx++;
if (endIdx-startIdx > ratio_WeekAndDays)
{
if (endIdx >= startIdx + sevenDays)
endIdx = startIdx + sevenDays;
int j = startIdx;
cost[j] = ((j == 0) ? 0 : cost[j-1]) + weekCost;
while (++j < endIdx) {
cost[j] = cost[j-1];
}
i = j;
}
else
{
cost[i] = ((i == 0) ? 0 : cost[i-1]) + dayCost;
i++;
}
}
int finalCost = Math.min(cost[len-1], monthCost);
return finalCost;
}
}
答案 3 :(得分:0)
使用JavaScript查找最低机票价格 情况1:如果输入为[1,7,8,9,10],则所需的输出为9 情况2:如果输入为[1,7,8,9,10,15],则所需的输出为11
function calMinCosts(arr){
if(!arr || arr.length===0)
return 0;
var len = arr.length;
var costsOfDateArr = Array.apply(null,{length:arr[len-1]+1}).map(()=>0);
var price1=2,price2=7,price3=25;
var days=7;
var index=0,n=costsOfDateArr.length;
for(var i=1;i<n;i++){
if(i===arr[index]){
if(i>=days+1){
costsOfDateArr[i] = Math.min(costsOfDateArr[i-days-1]+price2, costsOfDateArr[i-1]+price1);
}else{
costsOfDateArr[i] = Math.min(costsOfDateArr[0]+price2, costsOfDateArr[i-1]+price1);
}
index+=1;
}else{
costsOfDateArr[i] = costsOfDateArr[i-1];
}
}
return Math.min(price3,costsOfDateArr[n-1]);
}
console.log(calMinCosts([1,7,8,9,10]))
console.log(calMinCosts([1,7,8,9,10,15]))
答案 4 :(得分:-1)
这是包含打印输出的C ++解决方案
#include <vector>
#include <iostream>
#include <cmath>
#include <algorithm>
int compute(std::vector<int> &A)
{
int sum[A.size()][A.size()+1];
for (int i = 0; i < A.size(); i++)
{
for(int j =0; j < A.size(); j++)
{
sum[i][j]=2;
}
}
for (int k = 0; k < A.size();k++)
{
sum[k][A.size()]=0;
}
for (int i = 0; i < A.size(); i++)
{
for(int j = 0; j < A.size(); j++)
{
if (i!=j)
{
if (sum[i][i] != 7)
{
int temp = abs(A[j]-A[i]);
if (temp<7 && abs(j-i)>=3)
{
sum[i][i]=7;
sum[i][j]=7;
if (i>j)
{
for(int k = j;k < i;k++)
sum[i][k]=7;
}
else
{
for(int k = i;k < j;k++)
sum[i][k]=7;
}
}
}
}
}
}
for (int i = 0; i < A.size(); ++i)
{
for(int j = 0; j < A.size(); ++j)
{
if (sum[i][j]==7)
{
sum[i][A.size()]+=1;
}
}
}
for (int i = 0; i < A.size(); ++i)
{
for (int j = 0; j < A.size()+1; ++j)
std::cout<<sum[i][j]<<" ";
std::cout<<std::endl;
}
int result = 0;
int row = A.size()-1;
int column = A.size()-1;
while(1)
{
int value = sum[row][A.size()];
if (value == 0)
value=1;
int temp = sum[row][column];
result += temp;
row = row-value;
column = column-value;
while (sum[row][column+1]==7 && row>=0)
{
row-=1;
column-=1;
result+=2;
}
if (row < 0)
break;
}
return result;
}
int solution(std::vector<int> &A) {
if (A.size() > 24)
return 25;
if (A.size() <= 3)
return A.size() * 2;
return std::min(25,compute(A));
}
int main()
{
std::vector<int> AA={1,2,3,4,5,29,30};
std::vector<int> B={1,2,3,4,5};
std::vector<int> A={1,2,3,4,5,9,10,11,12,13,14,17,18,20,21};
std::vector<int> C={1,2,3,12};
std::vector<int> D={1,2,3,4,12,13,14,15,29,30};
std::vector<int> DD={1,2,3,4,5,14,17,18,19,20,23,28,29,30};
std::vector<int> CC={1,2,3,4,5,6,7,9,14,17,18,19,20,23,28,29,30};
std::cout<<solution(AA)<<std::endl;
std::cout<<solution(D)<<std::endl;
std::cout<<solution(B)<<std::endl;
std::cout<<solution(A)<<std::endl;
std::cout<<solution(C)<<std::endl;
std::cout<<solution(DD)<<std::endl;
std::cout<<solution(CC)<<std::endl;
return 0;
}
答案 5 :(得分:-3)
使用与自下而上动态编程相同的方法解决。这是完整的解决方案:
public class PublicTicketCost {
public static void main(String args[]){
int[] arr = {1,7,8,9,10,15,16,17,18,21,25};
int[] tDays = {1,7,30};
int[] tCost = {2,7,25};
System.out.println(minCost(arr, tDays, tCost));
}
public static int minCost(int[] arr, int[] tDays, int[] tCost) {
int[][] dp = new int[arr.length][tDays.length];
for (int i = 0; i < arr.length; i++) {
for (int j = 0; j < tDays.length; j++) {
int prevDayIndex = findPrevDayIndex(arr,i,tDays,j);
int prevCost = prevDayIndex>=0 ? dp[prevDayIndex][tDays.length-1] : 0;
int currCost = prevCost + tCost[j];
if(j-1>=0){
currCost = Math.min(currCost, dp[i][j-1]);
}
dp[i][j] = currCost;
}
}
//print(dp);
return dp[arr.length-1][tDays.length-1];
}
private static void print(int arr[][]){
for (int i = 0; i < arr.length; i++) {
for (int j = 0; j < arr[0].length; j++) {
System.out.print(arr[i][j]+" ");
}
System.out.println();
}
}
private static int findPrevDayIndex(int[] arr, int i, int[] days, int j){
int validAfterDate = arr[i] - days[j];
if (validAfterDate<1){
return -1;
}
for (int k = i-1; k >= 0; k--) {
if (arr[k]<=validAfterDate){
return k;
}
}
return -1;
}
}