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最大子序列和(4种方式)

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Release: 2016-06-23 13:17:58
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一、问题描述

输入一组整数,求出这组数字子序列和中最大值。也就是只要求出最大子序列的和,不必求出最大的那个序列。例如:

  1. 序列:-2 11 -4 13 -5 -2,则最大子序列和为20。
  2. 序列:-6 2 4 -7 5 3 2 -1 6 -9 10 -2,则最大子序列和为16。

二、PHP代码实现

实现可参考:http://www.cnblogs.com/CCBB/archive/2009/04/25/1443455.html

<?php/** * 找出最大子序列和 */// 方法一、 最暴力的方法 O(N^3)function findMax1($data){    $max_value = 0;    $max_start = 0;    $max_end = 0;    $data_num = count($data);    for($i=0;$i<$data_num;$i++){        for($j=$i;$j<$data_num;$j++){            $sum = 0;            $temp = array();            for($k=$i;$k<=$j;$k++){                $temp[] = $data[$k];                $sum += $data[$k];            }            if($max_value < $sum){                $max_value = $sum;                $max_start = $i;                $max_end = $j;            }        }    }    return array($max_value,$max_start,$max_end);}//方法二、 记录上一次的结果  O(N^2)function findMax2($data){    $max_value = 0;    $max_start = 0;    $max_end = 0;    $data_num = count($data);    for($i=0;$i<$data_num;$i++){        $last_sum = 0;        for($j=$i;$j<$data_num;$j++){            $sum = $last_sum+$data[$j];            if($max_value < $sum){                $max_value = $sum;                $max_start = $i;                $max_end = $j;            }            $last_sum = $sum;        }    }    return array($max_value,$max_start,$max_end);}//方法三、分而自治算法 O(NlogN)function findMax3($data,$start=0,$end=0){    if($start >= $end){        $max_value =  isset($data[$start])?$data[$start]:0;    }else{        $mid = floor(($start+$end)/2);        list($max_left_value,$max_left_start,$max_left_end) = findMax3($data,$start,$mid);        list($max_right_value,$max_right_start,$max_right_end) = findMax3($data,$mid+1,$end);        //计算左边的最大值        $max_this_value = $data[$mid];        $max_this_start = $mid;        $max_this_end = $mid;        $temp = 0;        for($i=$max_this_start;$i>=$start;$i--){            $temp += $data[$i];            if($temp > $max_this_value){                $max_this_value = $temp;                $max_this_start = $i;            }        }        //计算右边的最大值        $temp = $max_this_value;        for($i=$max_this_end+1;$i<=$end;$i++){            $temp += $data[$i];            if($temp > $max_this_value){                $max_this_value = $temp;                $max_this_end = $i;            }        }        $max_value = $max_this_value;        $start = $max_this_start;        $end = $max_this_end;        if($max_value < $max_left_value){            $max_value = $max_left_value;            $start = $max_left_start;            $end = $max_left_end;        }        if($max_value < $max_right_value){            $max_value = $max_right_value;            $start = $max_right_start;            $end = $max_right_end;        }    }    return array($max_value,$start,$end);}//方法四、找规律算法  O(N)function findMax4($data){    $max_value = 0;    $thisSum = 0;    $data_len = count($data);    $start = 0;    $end = 0;    for($i=0;$i<$data_len;$i++){        $thisSum += $data[$i];        if($thisSum > $max_value){            $max_value = $thisSum;            $end =$i;        }else if($thisSum < 0){            $thisSum = 0;            $start= $i+1;        }    }    return array($max_value,$start,$end);}
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三、测试

<?php// 获取一个随机数列function getArrayData($len=0){    $arr_data = array('4','-6','8','2','-4','7','2','-5','1');    if($len != 0){        $arr_data = array();        for($i=0;$i<$len;$i++){            $arr_data[] = rand(-9,9);        }    }    return $arr_data;}$arr_data = getArrayData(1000);echo implode(',',$arr_data);echo "\n";echo "*************findMax1:最暴力的方法**********\n";$start_time = time();list($max_value1,$start1,$end1)=findMax1($arr_data);echo "max_value:{$max_value1}\n";echo "index:{$start1}-{$end1}\n";echo 'take time:'.(time()-$start_time);echo "\n";echo "*************findMax2:记录上一次的结果**********\n";$start_time = time();list($max_value2,$start2,$end2)=findMax2($arr_data);echo "max_value:{$max_value2}\n";echo "index:{$start2}-{$end2}\n";echo 'take time:'.(time()-$start_time);echo "\n";echo "*************findMax3:分而治之算法**********\n";$start_time = time();list($max_value3,$start3,$end3)=findMax3($arr_data,0,count($arr_data)-1);echo "max_value:{$max_value3}\n";echo "index:{$start3}-{$end3}";echo "\n";echo 'take time:'.(time()-$start_time);echo "\n";echo "*************findMax4:找规律算法**********\n";$start_time = time();list($max_value4,$start4,$end4)=findMax4($arr_data);echo "max_value:{$max_value4}\n";echo "{$start4}-{$end4}";echo "\n";echo 'take time:'.(time()-$start_time);echo "\n";
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四、测试结果

  1. n=1000

    测试结果:n=1000

  2. n=5000

还在测试中,第一种方案太慢了

source:php.cn
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