知识点地图 / 问题解决与数据分析

Probability & Conditional Probability

概率与条件概率

用清楚的样本空间计算概率,条件概率要先缩小作为分母的集合。

01 / UNDERSTAND

这部分需要会什么?

  • 从等可能结果或频数表计算概率
  • 正确确定条件概率的分母
  • 区分互斥、独立和重复计算

核心概念与公式

等可能情形下,概率为有利结果数除以总结果数。条件概率 \(P(A\mid B)=P(A\cap B)/P(B)\),要求 \(P(B)>0\);“已知 B”意味着只在 B 发生的结果中比较。

并集公式为 \(P(A\cup B)=P(A)+P(B)-P(A\cap B)\)。独立事件满足 \(P(A\cap B)=P(A)P(B)\);互斥事件不能同时发生。两个概率都大于零的互斥事件不会独立。

做题时怎样使用

  1. 确定抽取规则与样本空间,检查结果是否等可能
  2. 出现“given”“among”等条件时,先缩小分母范围
  3. 涉及“或”时扣除重复部分,涉及“且”时检查是否真的独立

容易混淆的地方

从表中求“在女生中选择某课程的比例”,分母是女生人数,不是全体人数。不放回抽样一般会改变后续概率。

02 / CONNECT

用一个例题串起方法

知识点教学例题
共有 60 人,其中女生 36 人;女生中有 15 人参加社团。从女生中随机选一人,该人参加社团的概率是多少?
展开解题思路 +

条件已限定为女生,所以概率为 \(15/36=5/12\),不能使用 \(15/60\)。

03 / PRACTISE

本知识点题库

先独立作答,再查看答案与解析。

91 道题目
找到 91 道题目重置筛选
概率与条件概率进阶

\( -13,\ 4,\ 23 \) 
A data set of three numbers is shown. If a number from this data set is selected at random, what is the probability of selecting a negative number?
原库参考解析
PSAT 8/9 P2 · 原库模块 1 · Q6作答 ↗
概率与条件概率基础

A band with 45 members has 11 members who play saxophone. If one band member is selected at random, what is the probability of selecting a band member who plays saxophone?
原库参考解析
PSAT10 P1 · 原库模块 3 · Q9作答 ↗
概率与条件概率进阶

Each of 157 gemstones can be classified as one of three classifications, as shown in the frequency table.
题目图表
If one of the gemstones is selected at random, what is the probability of selecting a gemstone of color Y?
原库参考解析
PSAT10 P2 · 原库模块 1 · Q3作答 ↗
概率与条件概率基础

题目图表
The line graph shows the probability of snow, as a percent, at a certain location for each day during a four-day period. According to the line graph, for which day during this four-day period is the probability of snow 30%?
原库参考解析
PSAT10 P2 · 原库模块 2 · Q6作答 ↗
概率与条件概率进阶

Each face of a fair 14-sided die is labeled with a number from 1 through 14, with a different number appearing on each face. If the die is rolled one time, what is the probability of rolling a 2?
原库参考解析
机考OG1 · 原库模块 1 · Q5作答 ↗
概率与条件概率进阶

For a particular machine that produces beads, 29 out of every 100 beads it produces have a defect. A bead produced by the machine will be selected at random. What is the probability of selecting a bead that has a defect?
原库参考解析
机考OG2 · 原库模块 1 · Q2作答 ↗
概率与条件概率进阶

The table gives the distribution of votes for a new school mascot and grade level for 80 students.
题目图表
If one of these students is selected at random, what is the probability of selecting a student whose vote for new mascot was for a lion?
原库参考解析
机考OG3 · 原库模块 1 · Q8作答 ↗