Statistical Methods in Geophysics

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Statistical Methods in Geophysics

Code: 199954
ECTS: 3.0
Lecturers in charge: prof. dr. sc. Zoran Pasarić
Lecturers: prof. dr. sc. Zoran Pasarić - Exercises
Take exam: Studomat
Load:

1. komponenta

Lecture typeTotal
Lectures 30
Exercises 15
* Load is given in academic hour (1 academic hour = 45 minutes)
Description:
COURSE OBJECTIVES:
To enable a student to apply basic statistical methods in geophysical context and to critically examine the obtained results.

COURSE CONTENT
Elements of probability, conditional probability, Bayes theorem, Bayes factor, the persistence as conditional probability. Random variables and vectors, mathematical expectation, joint, marginal and conditional distributions, independence. Descriptive statistics. Empirical distributions and parameter fitting. Some theoretical distributions with application in
geophysics. Hypothesis testing. Simple and multiple linear regression with geometrical interpretation. Bivariate normal distribution. Basics of time series analysis. Tests for data homogeneity.

LEARNING OUTCOMES
Students will be able to:
- define and discuss basic probability terms
- distinguish types of random variables and describe their properties
- apply mathematical expectation in practice
- relate the independence of random variables with the intuitive idea of independence
- relate properties of random variables with statistical attributes of empirical data sets
- explain and apply methods for parameter estimation
- define and recognize the applicability of theoretical probability distributions
- critically apply statistical tests
- explain and apply the method of linear regression using the geometrical representation.

LEARNING MODE:
- attending lectures, study of literature and lecture notes
- analyzing examples, solving of assigned problems
- doing homework based on small sets of real data

TEACHING METHODS:
- presentation, discussion
- problems to be solved by student himself

METHODS OF MONITORING AND VERIFICATION:
Preliminary, written and oral exam.

TERMS FOR RECEIVING THE SIGNATURE:
Regular class attendance. Homework.

EXAMINATION METHODS:
Written and oral exam.
Literature:
Prerequisit for:
Enrollment :
Passed : Linear Algebra 1
Passed : Linear Algebra 2
Passed : Mathematical Analysis 1
Passed : Mathematical Analysis 2
Passed : Statistics and Basic Measurements
6. semester
Mandatory course - Regular study - Bachelor of Geophysics
Consultations schedule: