Course Catalog 2014-2015
Basic

Basic Pori International Postgraduate Open University

|Degrees|     |Study blocks|     |Courses|    

Course Catalog 2014-2015

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 2014-01  

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 2014-01 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 modified23.01.2014