Course Catalog 2013-2014 Postgraduate Basic Pori International Postgraduate Open University |Degrees|     |Study blocks|     |Courses|

Course Catalog 2013-2014

ASE-5016 Advanced Methods of Data-driven Modelling and Analysis, 5 cr

Additional information

Suitable for postgraduate studies

Person responsible

Hannu Koivisto

Lessons

Study type	P1	P2	P3	P4	Summer	Implementations	Lecture times and places
Lectures Excercises	2 h/week  2 h/week	+2 h/week +2 h/week				ASE-5016 2013-01

Requirements

Exam. Homework exercises and computer exercises.

Learning Outcomes

The topic of the course is on advanced methodologies for data analysis, modeling and classification. 1. Multinomial Gaussian distributions and dimension reduction. Linear transformations of distributions. Parameter estimation. 2. Data-analysis and and model structure selection methodologies. 3. Linear and nonlinear model and classifier identification. Bayesian evaluation approach 4. Fuzzy techniques

Prerequisites

Course	Mandatory/Advisable	Description
ASE-2510 Johdatus systeemien analysointiin	Advisable

Additional information about prerequisites
Prerequisites are courses given in Finnish. For this course it is sufficient to know the background in modeling and probability from any suitable course.

Prerequisite relations (Requires logging in to POP)

Correspondence of content

Course	Corresponds course	Description
ASE-5016 Advanced Methods of Data-driven Modelling and Analysis, 5 cr	ASE-5016 Advanced Methods of Data-driven Modelling and Analysis, 5 cr

More precise information per implementation

Implementation	Description	Methods of instruction	Implementation
ASE-5016 2013-01	The topic of the course is on advanced methodologies for data analysis, modeling and classification.	Lectures Excercises Practical works	Contact teaching: 40 % Distance learning: 0 % Self-directed learning: 60 %

Last modified

29.11.2013