HDU 3714 Error Curves
题面:
Error Curves
SRE实战 互联网时代守护先锋,助力企业售后服务体系运筹帷幄!一键直达领取阿里云限量特价优惠。 Input file: standard input Output file: standard output Time limit: 2 second Memory limit: 256 megabytes Josephina is a clever girl and addicted to Machine Learning recently. Shepays much attention to a method called Linear Discriminant Analysis, which
has many interesting properties.
In order to test the algorithm's efficiency, she collects many datasets.
What's more, each data is divided into two parts: training data and test
data. She gets the parameters of the model on training data and test the
model on test data. To her surprise, she finds each dataset's test error curve is just a parabolic curve. A parabolic curve corresponds to a quadratic function. In mathematics, a quadratic function is a polynomial function of the form f(x) = ax^2 + bx + c. The quadratic will degrade to linear function if a = 0.

题目描述:
给出多个二次函数S(x),第i个函数为Si(x),求F(x)在定义域[0, 1000]内的最小值。题目分析:
这题需要动手画个图: 当有两个二次函数S1(x),S2(x)时,可能有下面的情况:
所以F(x)为:
当有三个函数时,F(x)为这样:
通过观察,我们可以发现:无论有多少个二次函数Si(x),F(x)一定是向下“凹”的。所以,利用这一点,我们可以套上三分的模板。
但是,这个F(x)的式子都不知道,怎样计算F(x)?当然是按照F(x)的定义来算啦:直接遍历所有的二次函数,取最大值就行了。
最后要注意:这里的精度至少要设置为1e-9才行,1e-8及以上会WA。
AC代码:
1 #include <cstdio> 2 #include <cstring> 3 #include <iostream> 4 #include <cmath> 5 using namespace std; 6 const int maxn = 10000 + 5; 7 int a[maxn], b[maxn], c[maxn]; 8 int n; 9 10 double F(double x){ //直接按定义算F(x) 11 double mmax = -1e9; 12 double temp; 13 for(int i = 0; i < n; i++){ 14 temp = a[i]*x*x+b[i]*x+c[i]; 15 mmax = max(mmax, temp); 16 } 17 return mmax; 18 } 19 20 int main(){ 21 int t; 22 cin >> t; 23 while(t--){ 24 //清空数组 25 memset(a, 0, sizeof(a)); 26 memset(b, 0, sizeof(b)); 27 memset(c, 0, sizeof(c)); 28 29 cin >> n; 30 for(int i = 0; i < n; i++){ 31 cin >> a[i] >> b[i] >> c[i]; 32 } 33 34 //三分模板 35 double L = 0, R = 1000; 36 double eps = 1e-10; 37 double mid, p; 38 while(fabs(R-L) > eps){ 39 mid = (L+R)/2; 40 p = (mid+R)/2; 41 if(F(p) > F(mid)) R = p; 42 else L = mid; 43 } 44 45 printf("%.4lf\n", F(L)); 46 } 47 return 0; 48 }

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