ผลต่างระหว่างรุ่นของ "Probstat"
ไปยังการนำทาง
ไปยังการค้นหา
Jittat (คุย | มีส่วนร่วม) |
Jittat (คุย | มีส่วนร่วม) |
||
แถว 2: | แถว 2: | ||
== Topics == | == Topics == | ||
− | * Introduction to various concepts in probability theory | + | * Probability theory |
− | * Elements of probability: axioms of probability, conditional probability, independence, Bayes' formula | + | ** Introduction to various concepts in probability theory |
− | * Discrete random variables and expectations: random variables, expected values, variances, jointly distributed random variables | + | ** Elements of probability: axioms of probability, conditional probability, independence, Bayes' formula |
− | * Tail bounds and analysis of randomized algorithms | + | ** Discrete random variables and expectations: random variables, expected values, variances, jointly distributed random variables |
− | * Continuous random variables | + | ** Tail bounds and analysis of randomized algorithms |
− | * Sampling | + | ** Continuous random variables |
− | * Parameter estimation | + | * Statistics |
− | * Hypothesis testing | + | ** Sampling |
− | * Regression | + | ** Parameter estimation |
− | * Analysis of Variance | + | ** Hypothesis testing |
+ | ** Regression | ||
+ | ** Analysis of Variance |
รุ่นแก้ไขเมื่อ 03:16, 16 สิงหาคม 2557
This is a course web page for the course Probability and Statistics for Computer and Software Engineers.
Topics
- Probability theory
- Introduction to various concepts in probability theory
- Elements of probability: axioms of probability, conditional probability, independence, Bayes' formula
- Discrete random variables and expectations: random variables, expected values, variances, jointly distributed random variables
- Tail bounds and analysis of randomized algorithms
- Continuous random variables
- Statistics
- Sampling
- Parameter estimation
- Hypothesis testing
- Regression
- Analysis of Variance