MIT6_006F11_lec01习题

 

MIT6.006是Algo Intro这门课，据说语言使用python

Lec01是讲peak finding，也就是峰值点

具体为：

一维情况下一个数组中a[i]>a[i-1]且a[i]>a[i+1]那么它是peak  边界时检查一个方向就ok

 

二维情况下需要某元素x比四个相邻元素都大，边界也类似一维去处理

只要找到一个peak返回就好

复杂度：

一维用二分，log n

二维先二分，二分后的一维数组遍历一下，所以是O(n*log n)

二维的算法步骤：

代码：

# peakfinder in 1D condition
def peakfinder(a):
    # a is a list. you can also treat it as an array
    n = len(a)/2
    while True:
        if n!=0 and n!=len(a):
             if a[n/2] < a[n/2-1]:
                 #look at left half
                peakfinder(a[:n/2])
            elif a[n/2] < a[n/2+1]:
                #look at right half
                peakfinder(a[n/2+1:])
            else:
                return a[n/2]
        elif n == 0:
            if a[0]>a[1]:return a[0]
            else:return a[1]
        elif n == len(a):
            if a[n]>a[n-1]:return a[n]
            else:return a[n-1]
　　
# peakfinder in 2D condition

def globalMaxIndex(b):
    # you can assum b is a 1-D array
    key = 0
    val = b[0]
    blen = len(b)
    for j in (1,blen):
        if b[j] > val:
            key = j
            val = b[j]
    return key


def peakFinder(a):
    # a is a 2D-list 二维方格
    j = len(a)/2

    i = globalMaxIndex(a[j])
    # get the global max value in the j-th line
    if j!=0 and j!=len(a):
        if a[j-1][i] > a[j][i]:
            # 检查上半部分
            return peakFinder(a[:j])
        elif a[j+1][i] > a[j][i]:
            # 检查下半部分
            return peakFinder(a[j+1:])
        else:
            return a[j][i]
    elif j==0:
        if a[0][i]>a[1][i]:return a[0][i]
        else:return a[1][i]
    elif j==len(a):
        if a[n-1][i]>a[n][i]:return a[n-1][i]
        else:return a[n][i]