Semester 2
Course: Probability Theory and Statistics
Course Code: | ΜΚ16 | ||||||||||
Course Level: | Undergratuate | ||||||||||
Obligatory/Elective: | Obligatory | ||||||||||
Semester: | 2 | ||||||||||
Division: | Main Course | ||||||||||
Group: | Main Course | ||||||||||
ECTS Credits: | 5 | ||||||||||
Hours Per Week: | 4 | ||||||||||
Website: | eclass.uowm.gr/courses/HMMY116/ | ||||||||||
Language: | Greek | ||||||||||
Content: | Descriptive statistics: data summary and presentation, frequency distribution, histogram, characteristic values (mean, median, mode, range, variance, standard deviation). Probability theory: basic concepts, events, conditional probability, addition and multiplication law of probabilities, Bayes theorem. Probability distributions, discrete and continuous random variables, expected value, variance and standard deviation. Important distributions: Bernoulli, binomial, geometric, Poisson, uniform, exponential, gamma, normal distribution and the central limit theorem, Student, X2 and F distributions. Statistical estimation: sampling distributions, point estimation, properties of estimators, confidence intervals. Statistical hypotheses: hypothesis testing, type I and type II errors, required sample size, goodness of fit tests. | ||||||||||
Learning Outcomes: | After the completion of the course the students should be able to | ||||||||||
Pre-requirements: | Mathematic Analysis | ||||||||||
Teaching Methods: |
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Validation: | Final written exam (compulsory), Intermediate written exam and/ | ||||||||||
Suggested Books: | 1. Statistics, D. P. Psoinos. Zitis Publ., 1999. |