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Arkistoitu opetusohjelma 2017–2018
Selaat vanhentunutta opetusohjelmaa. Voimassa olevan opetusohjelman löydät täältä.
MTTS1 Longitudinal and Finite Nonlinear Mixture Modelling and Associated Experimental Design Strategies 5 ECTS
Periods
Period I Period II Period III Period IV
Language of instruction
English
Type or level of studies
Advanced studies
Course unit descriptions in the curriculum
Tilastotieteen maisteriopinnot
Matematiikka/tilastotiede
Faculty of Natural Sciences

General description

This course explores methods for the analysis of longitudinal data and latent variable methods for linear models, generalized linear models, and nonlinear models.  Focusing on applications, this course explores: the analysis of repeated measures ANOVA, multivariate approaches, random-effects regression, covariance-pattern models, generalized-estimating equations and generalizations, latent variable methods including finite mixture modelling, and likelihood methods.  Students will develop expertise using the SAS and R computer packages, although no previous programming experience will be assumed.  Grading is based on homework and computer assignments and a project, as well as several exams.

Enrolment for University Studies

TUT-students, to enrol please send e-mail to: mtt-studies@uta.fi

TTY:n opiskelijat hakeutuvat kurssille JOO-opiskelijoina. Ilmoittaudu ensin sähköpostitse osoitteeseen: mtt-studies@uta.fi

Enrolment time has expired

Teachers

Timothy O'Brien, Teacher responsible
Tapio Nummi, Teacher responsible
tapio.nummi[ät]tuni.fi

Teaching

8-May-2018 – 1-Jun-2018
Lectures
Tue 8-May-2018 at 10-12, Paavo Koli -sali, Pinni A
Wed 9-May-2018 at 10-12, LS B1097, Pinni B
Mon 14-May-2018 at 12-14, Väinö Linna -sali, Linna Building
Wed 16-May-2018 at 10-12, B0016, Pinni B, Exam
Thu 17-May-2018 at 10-12, Paavo Koli -sali, Pinni A
Tue 22-May-2018 at 10-12, LS B1096, Pinni B
Thu 24-May-2018 at 10-12, LS B1100, Pinni B
Fri 25-May-2018 at 10-12, B0016, Pinni B, Exam
Mon 28-May-2018 at 10-12, Väinö Linna- sali (K104), Linna Building
Tue 29-May-2018 at 10-12, Paavo Koli -sali, Pinni A
Fri 1-Jun-2018 at 10-13, B0016, Final exam
Exercises
Tue 8-May-2018 at 13-15, Paavo Koli -sali, Pinni A
Wed 9-May-2018 at 13-15, LS B1097, Pinni B
Mon 14-May-2018 at 15-17, Väinö Linna -sali, Linna Building
Thu 17-May-2018 at 13-15, Paavo Koli -sali, Pinni A
Tue 22-May-2018 at 13-15, LS B1096, Pinni B
Thu 24-May-2018 at 13-15, LS B1100, Pinni B
Mon 28-May-2018 at 13-15, Väinö Linna -sali (K104), Linna Building
Tue 29-May-2018 at 13-15, Paavo Koli - sali, Pinni A

Study materials

It's possible to follow the lectures online (live stream or recording).

Further information

Students should bring their own laptops in practicals.

Faculty of Natural Sciences
Opetusohjelmat, johon kurssi kuuluu
Luonnontieteiden tiedekunta
Matematiikan maisteriopinnot
Luonnontieteiden tiedekunta
Master's Degree Programme in Computational Big Data Analytics