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2026考研408数据结构真题解析:多级排序中的基数排序应用

  • 2026-02-19 22:50:06
2026考研408数据结构真题解析:多级排序中的基数排序应用

大家好,我是阑梦清川

今天看一下2026考研数据结构部分最后一个选择题啦:

这道题目考察的可能是排序算法的特性,特别是处理多级排序时的效率问题。

题目要求对 N 名学生的成绩进行两级排序:

  1. 第一关键词:按照 C1 成绩升序排序
  2. 第二关键词:若 C1 相同,则按照总分(C1 + C2)进行升序排序

这实际上是一个典型的多键值排序问题。在处理多级排序时,有两个非常关键的核心特性:稳定性(Stability)和基数排序。

稳定性说的就是,如果两个元素在排序前具有相等的键值,排序后它们的相对次序保持不变。

基数排序的核心思想就是利用这种稳定性,它会先按照低优先级的键排序,再按照高优先级的键排序。

为什么选择基数排序?我们可以把这个题目的要求看作是对一个两位数进行排序:

  1. 个位数等于总分(C1 + C2),属于低优先级。
  2. 十位数等于 C1 成绩,属于高优先级。

如果我们要用基数排序的思路来解决,你应该先按照哪一个标准进行第一轮排序,才能保证在第二轮排序后,结果完全符合题目的要求呢?

  1. 选项一:先按 C1 排序,再按总分排序。
  2. 选项二:先按总分排序,再按 C1 排序。

显然是选项二

因为在实际的算法实现中,结果往往和直觉相反。为了理解为什么,我们需要关注稳定性:如果一个排序算法是稳定的,当它处理第二轮排序时,会保留第一轮排序留下的相对先后顺序。

让我们使用一个小例子来推演一下。

假设有两名学生:

  1. 小明:C1 = 80分,总分 = 170分
  2. 小红:C1 = 80分,总分 = 160分

按照题目的规则,小红应该排在前面。如果我们按照“选项 1”先比较 C1 再比较总分的操作:

  1. 第一步按 C1 排序:两个人的分数相同,位置可能不变。
  2. 第二步按总分排序:算法看到小红的总分比较低,把小红排在前面。

这看起来成功了,但如果此时有第三个学生小刚,他的 C1 = 70分。在第二步按总分排序时,如果小刚的总分很高(比如 190 分),他就会被排到最后面。这样就破坏了第一步好不容易排好的 C1 顺序,因为小刚本该因为 C1 较低而排在最前面。

基数排序采用的是从低位到高位的策略。如果我们想让最终成绩以 C1 为主、总分为辅,我们应该先按总分排序,再按 C1 排序。这就是利用基数排序的稳定性:

  1. 先按照总分排序:此时全班同学按总分从小到大排序。
  2. 再按照 C1 排序:
    (a) 如果两个学生 C1 不同,高优先级的 C1 决定了他们的先后。
    (b) 如果两个学生 C1 相同,稳定的排序算法会保留他们在第一步(即总分排序)中的相对顺序。

因为第一步已经让总分低的人在前面,总分高的人在后面,所以当 C1 相同的时候,总分低的人自然就会留在前面。

因此,基数排序最适合这种多级关键词且关键词范围较小的情况。相比之下,快速排序、希尔排序和选择排序通常是不稳定的,或者在处理多级排序时效率不如基数排序。所以这个题目正确的答案应该选择基数排序。

我是阑梦清川,希望得到您的关注

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  1. CONNECT:[ UseTime:0.001109s ] mysql:host=127.0.0.1;port=3306;dbname=www_sjds;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001433s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.001174s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.001663s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001748s ]
  6. SELECT * FROM `set` [ RunTime:0.001664s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001602s ]
  8. SELECT * FROM `article` WHERE `id` = 461958 LIMIT 1 [ RunTime:0.011830s ]
  9. UPDATE `article` SET `lasttime` = 1771665068 WHERE `id` = 461958 [ RunTime:0.025803s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 65 LIMIT 1 [ RunTime:0.003009s ]
  11. SELECT * FROM `article` WHERE `id` < 461958 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001498s ]
  12. SELECT * FROM `article` WHERE `id` > 461958 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.009860s ]
  13. SELECT * FROM `article` WHERE `id` < 461958 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.022948s ]
  14. SELECT * FROM `article` WHERE `id` < 461958 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.093506s ]
  15. SELECT * FROM `article` WHERE `id` < 461958 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.008093s ]
0.360023s