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概率论教材

概率统计的教材推荐使用Blitzstein & HwangIntroduction to Probability

🎓 六校 CS 方向概率统计课程对比表

  • CMU常用Michael Mitzenmacher & Eli UpfalProbability and Computing: Randomized Algorithms and Probabilistic Analysis
  • Stanford则是使用Blitzstein & HwangIntroduction to Probability(Harvard教授写的,广泛使用)以及Grinstead & SnellIntroduction to Probability
  • Berkeley没有固定教材,使用Lecture Notes 或推荐BlitzsteinGrinstead & Snell
  • MIT使用Bertsekas & TsitsiklisIntroduction to Probability
  • Harvard使用Blitzstein & HwangIntroduction to Probability(即本课程教授自己写的教材);
  • Princeton常用 Sheldon RossA First Course in Probability以及补充使用 Blitzstein, 或教授自编讲义。
学校课程编号 / 名称教授或院系核心参考教材
CMU15-359: Probability and ComputingCS系Mitzenmacher & UpfalProbability and Computing
StanfordCS109: Introduction to Probability for Computer ScientistsCS系BlitzsteinIntroduction to Probability(CS版),或 Grinstead & Snell(补充)
UC BerkeleyCS70 / Data 100 / Stat 140EECS/StatsPAPOUILIS(老),但现代课程用 Blitzstein 或自编教材
MIT6.3700(旧称6.041A): Introduction to ProbabilityEECSBertsekas & TsitsiklisIntroduction to Probability
HarvardSTAT 110: Introduction to Probability教授:BlitzsteinBlitzstein & HwangIntroduction to Probability
PrincetonCOS 302 / ORF 245 / MAT 201CS/ORFE系RossA First Course in Probability,或自编教材 / Blitzstein

🔁 教材简要比较

教材作者特点适用
Probability and ComputingMitzenmacher & Upfal专为CS学生设计,讲解随机算法、图、概率分析CMU、算法课常用
Introduction to ProbabilityBlitzstein & Hwang图形化丰富、讲解通俗、习题好Harvard、Stanford、Berkeley
Introduction to ProbabilityBertsekas & TsitsiklisMIT风格,严谨、数学基础扎实MIT 专用
A First Course in ProbabilitySheldon Ross概率论入门经典,逻辑清晰,例题丰富Princeton、普及型课程
Grinstead & Snell免费电子书,图解直观,经典教材公开课常配用