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Arkistoitu opetusohjelma 2017–2018
Selaat vanhentunutta opetusohjelmaa. Voimassa olevan opetusohjelman löydät täältä.
Master's Degree Programme in Computational Big Data Analytics

Periodit

I Periodi (4.9.2017 – 22.10.2017)
II Periodi (23.10.2017 – 15.12.2017)
III Periodi (8.1.2018 – 4.3.2018)
IV Periodi (5.3.2018 – 27.5.2018)

Alla on kuvattu CBDA-maisteriohjelman opetusohjelma lukuvuodelle 2017-2018.

Lisätiedot ja ohjeet, ks. englanninkielinen opetusohjelma.

Muut ja valinnaiset opinnot sekä täydentävät opinnot
Teaching
7-Aug-2017 – 18-Aug-2017
Periods:
Language of instruction: English

Muut opinnot

Recommended Cross-Institutional Studies in TUT include

  • MAT-02506 Probability Calculus, 4 ECTS (basic level course, part of prerequisities in CBDA, can not be included inside the minimum requirement of 120 ECTS of Masters Degree).
  • MAT-63807 Introduction to data mining: The B-course and GUHA-method, 5 ECTS (Can be included in Advanced Studies in CBDA: "Advanced Courses in Methods of Computational Data Analytics").

For other courses, contact your personal study plan teacher or study coordinator.

Periods:
Language of instruction: English
Further information:
  1. Search the course from the service for cross-institutional studies.
  2. Update your study plan and inform your psp-teacher.
  3. Apply for studies of your choice.
  4. Follow the instructions.

Periodi (4.9.2017 - 22.10.2017)
General Studies in Master's Degree Programmes given in English [I Periodi]

Teachers:

  • Zheying Zhang (SDE)
  • Jaakko Peltonen (CBDA)
  • Martti Juhola (CBDA)
Teaching
22-Aug-2017 –
Periods: I II III IV
Language of instruction: English
Saija Tapio, Teacher responsible
saija.tapio[ät]tuni.fi
Periods: I
Language of instruction: English
Teaching
21-Aug-2017 – 28-Aug-2017
Lectures
Periods: I
Language of instruction: English

Maisteriohjelman, opetuksen ja ohjauskäytäntöjen esittely kandivaiheessa oleville opiskelijoille.

Tutkinto-opiskelijoiden ilmoittautuminen
Ilmoittautuminen Nettiopsussa on päättynyt
Martti Juhola, Vastaava opettaja
martti.juhola[ät]tuni.fi
Jaakko Peltonen, Vastaava opettaja
jaakko.peltonen[ät]tuni.fi
Opetus
5.9.2017 – 5.9.2017
Luento-opetus
Ti 5.9.2017 klo 10-11, Pinni B0020
Periodit: I
Opetuskieli: suomi
Muut ja valinnaiset opinnot sekä täydentävät opinnot [I Periodi]
Tutkinto-opiskelijoiden ilmoittautuminen
Ilmoittautuminen Nettiopsussa on päättynyt
Martti Juhola, Vastaava opettaja
martti.juhola[ät]tuni.fi
Henry Joutsijoki, Opettaja
henry.joutsijoki[ät]tuni.fi
Opetus
6.9.2017 – 31.1.2018
Luento-opetus 50 tuntia
Ke 6.9.2017 klo 10-12, Linna ls K103
To 7.9.2017 klo 10-12, Pinni B1097
Pe 8.9.2017 klo 12-14, Pinni B1097
Ti 12.9.2017 - 28.11.2017 viikoittain klo 10-12, Pinni B1097, Ei luentoa ti 3.10.
Poikkeukset:
14.11.2017 , Ei luentoa
Ke 13.9.2017 - 29.11.2017 viikoittain klo 10-12, Pinni B1096, Ei luentoa ke 4.10.
Pe 17.11.2017 klo 10-12, Pinni ls A1081
Harjoitukset 26 tuntia
aamuryhmä
Ti 12.9.2017 - 5.12.2017 viikoittain klo 8-10, Linna K108, Ei 28.11.
Ryhmä 1
Ti 12.9.2017 - 5.12.2017 viikoittain klo 12-14, Linna K108, Ei 28.11.
Poikkeukset:
5.12.2017 klo 12 –14 , Päätalo ls A07
Ryhmä 2
Ti 12.9.2017 - 5.12.2017 viikoittain klo 14-16, Linna K108, Ei 28.11.
Poikkeukset:
5.12.2017 klo 14 –16 , Päätalo ls A07
Ryhmä 3
Ti 12.9.2017 - 5.12.2017 viikoittain klo 16-18, Linna K108, Ei 28.11.
Poikkeukset:
5.12.2017 klo 16 –18 , Päätalo ls A07
28.11. korvaavat ryhmät torstaina 7.12.
To 7.12.2017 klo 8-16, Pinni B3110
Periodit: I II III
Opintojakson kotisivu: http://www.sis.uta.fi/~tira/
Opetuskieli: suomi
Lisätiedot:

Osallistuminen opetukseen, viikkoharjoitukset ja harjoitustyö sekä tentti.

Enrolment for University Studies

Enroll on the course TIETA6 Tietorakenteet in NettiOpsu

Martti Juhola, Teacher responsible
martti.juhola[ät]tuni.fi
Teaching
6-Sep-2017 – 15-Jan-2018
Periods: I II
Language of instruction: English
Further information:

Self studying, weekly excercises, practical work, and exam.

Enrolment for University Studies
Enrolment time has expired
Heikki Hyyrö, Teacher responsible
heikki.hyyro[ät]tuni.fi
Teaching
4-Sep-2017 – 23-Oct-2017
Lectures
Mon 4-Sep-2017 at 14-17, Pinni B1100, CANCELLED
Fri 8-Sep-2017 - 20-Oct-2017 weekly at 14-17, Pinni B1100
Exceptions:
29-Sep-2017 , No meeting
Mon 11-Sep-2017 - 16-Oct-2017 weekly at 16-19, PInni B1100
Exceptions:
25-Sep-2017 , No meeting
Exercises
Periods: I
Language of instruction: English

Course Contents

Matrix basic operations, random number generation, cross-validation, Jackknife, Bootstrap, use of the R program

Modes of Study and Registration

Independent work, only for CBDA-students.

Please see the Moodle page for details and instructions.

Contact teaching (lectures and excercises) is only in Finnish. For details, see the teaching schedule of the finnish version (MTTTA14 Tilastotieteen matriisilaskenta ja laskennalliset menetelmät). The lectures are based on study material which is available in English.

Tapio Nummi, Teacher responsible
tapio.nummi[ät]tuni.fi
Periods: I
Language of instruction: English
Tutkinto-opiskelijoiden ilmoittautuminen
Ilmoittautuminen Nettiopsussa on päättynyt
Tapio Nummi, Vastaava opettaja
tapio.nummi[ät]tuni.fi
Opetus
11.9.2017 – 17.10.2017
Luento-opetus
Ma 11.9.2017 - 16.10.2017 viikoittain klo 10-12, Päätalo A2b
Ti 12.9.2017 - 17.10.2017 viikoittain klo 12-14, Päätalo A2b
Poikkeukset:
17.10.2017 klo 12 –15 , Väinö Linna -sali
Harjoitukset
Laskuharjoitukset
Ma 25.9.2017 - 16.10.2017 viikoittain klo 14-16, Pinni A1081
Mikroluokkaharjoitukset, valitse toinen
Ma 18.9.2017 klo 14-16, Linna ML50
Ti 19.9.2017 klo 14-16, Pinni B, ML40
Periodit: I
Opetuskieli: suomi

Students can get support for their studies in Statistics from the workshop.

The idea is that students work independently or in groups with the problems that have arisen. The workshop has a teacher and you can ask for the advice from him. However, the idea is that the teacher will not solve the problems for you. The workshop does not provide any compensation of the solved exercises.

Period I: especially for students taking MTTTA14 Matrices for Statistics and Computational Methods.

Period II: escpecially for students taking MTTTA2 Matemaattisen tilastotieteen perusteet.

Period III: escpecially for students taking MTTTA4 Statistical Inference 1.

Tapio Nummi, Teacher responsible
tapio.nummi[ät]tuni.fi
Ville Paldan, Teacher
Teaching
14-Sep-2017 – 15-Dec-2017
Tutorials
Period I
Thu 14-Sep-2017 - 19-Oct-2017 weekly at 16-18, Pinni B0016
Exceptions:
12-Oct-2017 , Pinni B0020
Period II (mainly for students taking MTTTA2/MTTTA14)
Tue 31-Oct-2017 - 12-Dec-2017 weekly at 14-16, Pinni B0016
Exceptions:
12-Dec-2017 at 10 –12
Period III (mainly for students taking MTTTA4)
Tue 16-Jan-2018 - 27-Feb-2018 weekly at 14-16, Pinni B0016
Periods: I II III IV
Language of instruction: English
Syventävät opinnot [I Periodi]
Enrolment for University Studies

If you are considering to begin the thesis work, it is a good time to enrol. It is recommended that you'd begin the seminar before you have agreed on the topic and/or supervisor of the thesis.

Students can enrol any time, not just at the beginning of the period. If enrolment is not open, contact the teacher by email.

Enrollment for the whole academic year 2017-2018:

Enrolment time has expired
Jaakko Peltonen, Teacher responsible
jaakko.peltonen[ät]tuni.fi
Teaching
5-Sep-2017 – 25-May-2018
Seminar
Autumn 2017
Tue 12-Sep-2017 - 12-Dec-2017 weekly at 12-14, Pinni B2077, exact dates agreed at the beginning of the semester.
Spring 2018
Tue 9-Jan-2018 - 22-May-2018 weekly at 12-14, Pinni B0016, exact dates agreed at the beginning of the semester.
Periods: I II III IV
Language of instruction: English

Modes of study

- Lectures
- Exercises (independent work)
- Exam

Enrolment for University Studies
Enrolment time has expired
Jaakko Peltonen, Teacher responsible
jaakko.peltonen[ät]tuni.fi
Teaching
12-Sep-2017 – 12-Dec-2017
Lectures
Tue 12-Sep-2017 - 12-Dec-2017 weekly at 14-16, Pinni B0020
Periods: I II
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Kati Iltanen, Teacher responsible
kati.iltanen[ät]tuni.fi
Teaching
4-Sep-2017 – 15-Dec-2017
Lectures 40 hours
Mon 4-Sep-2017 at 16-18, Pinni B3107, Start up lecture
Wed 6-Sep-2017 at 16-18, Pinni B3107
Mon 11-Sep-2017 at 16-18, Pinni B1083, Lecture on Mon, no lecture on Tue 12.9.
Wed 13-Sep-2017 - 13-Dec-2017 weekly at 16-18, Pinni B2077, from 8.11. onwards B1083
Tue 19-Sep-2017 - 12-Dec-2017 weekly at 16-18, Pinni B1083
Exercises 20 hours
Fri 8-Sep-2017 at 8-10, Pinni B1083
Mon 18-Sep-2017 at 8-10, Pinni B1083, no excercises on Fri 15.9.
Fri 22-Sep-2017 - 15-Dec-2017 weekly at 8-10, Pinni B1083
Exceptions:
6-Oct-2017 at 10.30 –12 , Pinni B1083
Periods: I II
Language of instruction: English
Tapio Elomaa (TUT), Teacher responsible
Teaching
Lectures
Exercises
Periods: I II
Language of instruction: English
Further information:
  1. Check the courses in Study offerings.
  2. Update your personal study plan (fill in the TUT course) and send it to your study advisor for approval.
  3. Apply for study right in Service for Cross-Institutional Studies
  4. Follow the instructions.
Periodi (23.10.2017 - 15.12.2017)
Muut ja valinnaiset opinnot sekä täydentävät opinnot [II Periodi]

Knowledge about statistical methods and data analysis is of great importance in almost any field of research. In this course, general concepts of statistics will be provided so that the students can be able to independently carry out a small scale empirical research with the statistical software R.

Contents

  1. Basic concepts (1 lecture)
    1. What is statistics?
    2. Statistical research and its phases of work
    3. Population and sample
    4. Types of variables and scales of measurement
  2. Descriptive statistics (2 lectures)
    1. What is data?
    2. summary statistics (mean, median, quartiles, standard deviation and variance)
    3. Plotting the data (scatter plot, histogram, QQ-plot and boxplot)
    4. Contingency tables
  3. Basics of statistical inference (4-5 lectures)
    1. Basic concepts of probability
    2. Probability distributions (Binomial and Normal)
    3. Basic concepts in sampling theory
    4. Confidence intervals (mean and difference of means in independent samples)
    5. Hypothesis testing (mean and equality of means in independent samples, type I and type II-errors and p-values)
    6. Introduction to some non-parametric tests
  4. Linear models (3 lectures)
    1. Introduction to linear regression
    2. Basics of logistic regression
    3. Basics of Analysis of Variance (ANOVA)
Enrolment for University Studies


A maximum number of 50 students will be allowed in this course (70% doctoral students and 30% masters students).

Enrolment time has expired
Paulo Canas Rodrigues, Teacher responsible
Hijbul Alam, Teacher
Teaching
30-Oct-2017 – 8-Dec-2017
Lectures
Tue 31-Oct-2017 - 5-Dec-2017 weekly at 12-14, Main Building C6
Exceptions:
28-Nov-2017 , Pinni A1081
Thu 2-Nov-2017 - 7-Dec-2017 weekly at 10-12, Pinni A1081
Exercises
Group 1
Mon 6-Nov-2017 - 4-Dec-2017 weekly at 10-12, Pinni B ML40 (B0040)
Group 2
Mon 6-Nov-2017 - 4-Dec-2017 weekly at 14-16, Pinni B ML40 (B0040)
Exceptions:
4-Dec-2017 , Pinni B ML B1084
Independent work
Periods: II
Language of instruction: English
Further information:

Please note that this course cannot be included inside the minimum 120 ECTS of Master's Degree Programme in CBDA (basic level course).

MTTTP1 Tilastotieteen johdantokurssi lectured in period I, II or III-IV is recommended for Finnish students.

Enrolment for University Studies
Enrolment time has expired
Heikki Hyyrö, Teacher responsible
heikki.hyyro[ät]tuni.fi
Teaching
23-Oct-2017 – 22-Dec-2017
Lectures
Mon 23-Oct-2017 at 14-16, Linna K103
Mon 30-Oct-2017 - 4-Dec-2017 weekly at 14-16, Pinni B1100
Exceptions:
27-Nov-2017 at 14 –16 , Pinni lr A1081
Exercises
Fri 3-Nov-2017 - 10-Nov-2017 weekly at 14-16, Pinni A1081
Fri 17-Nov-2017 - 8-Dec-2017 weekly at 14.15-16, Pinni B3116
Periods: II
Language of instruction: English

Content

  • Lecture I (75 minutes): Estimation based on (i) Complete Sample, (ii) Failure-Truncated Sample; Quiz I (30 minutes): Based on Lecture I.
  • Lecture II (60 minutes): Estimation based on Time-truncated Sample; Quiz II (30 minutes): Based on Lecture II.
  • Lecture III (60 minutes): Prediction of Future Observation(s) Based on Exponential Samples; Quiz III (30minutes): Based on Lecture III.

Modes of study

Participation in course work and a practical work.

Enrolment for University Studies
Enrolment time has expired
Tapio Nummi, Teacher responsible
tapio.nummi[ät]tuni.fi
Professor (retired), Bikas Sinha, Indian Statistical Institute, Teacher responsible
Teaching
30-Oct-2017 – 17-Dec-2017
Lectures
Tue 31-Oct-2017 at 14.15-16.00, Pinni B3109
Wed 1-Nov-2017 at 12.15-14.00, Pinni B3109
Fri 3-Nov-2017 at 10.15-12.00, Pinni B3109
Periods: II
Language of instruction: English
Further information:

Please also note visiting lecture:

Professor (retired), Bikas Sinha, Indian Statistical Institute

Topic: “F AM NOT LICKED” – The Twelve Penny Problem with Applications

  • 2.11.2017 at 14.15–15.00, Pinni B3109.
Syventävät opinnot [II Periodi]
Enrolment for University Studies
Enrolment time has expired
Hyon-Jung Kim-Ollila, Teacher responsible
hyon-jung.kim[ät]tuni.fi
Teaching
25-Oct-2017 – 13-Dec-2017
Lectures
Wed 25-Oct-2017 - 6-Dec-2017 weekly at 12-14, Pinni A2088
Exceptions:
15-Nov-2017 , ML B1084, exercises
6-Dec-2017 , Independence Day, no lecture (scheduled later).
Mon 30-Oct-2017 - 11-Dec-2017 weekly at 12-14, Main Building A2a
Fri 1-Dec-2017 at 12-14, B0016
Exercises
Wed 25-Oct-2017 - 6-Dec-2017 weekly at 14-16, Pinni A2088
Exceptions:
15-Nov-2017 , lecture
6-Dec-2017 , Independence Day, no teaching (scheduled later).
Fri 1-Dec-2017 at 14-16, Pinni B ML40 (B0040)
Periods: II
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Konstantinos Stefanidis, Teacher responsible
konstantinos.stefanidis[ät]tuni.fi
Teaching
23-Oct-2017 – 15-Dec-2017
Lectures
Tue 24-Oct-2017 - 12-Dec-2017 weekly at 12-14, Pinni B0016
Thu 26-Oct-2017 - 14-Dec-2017 weekly at 12-14, Pinni B0016
Exercises
Fri 27-Oct-2017 - 15-Dec-2017 weekly at 10-12, Pinni B0016
Periods: II
Language of instruction: English

Are most published research findings false (Ionnadis, 2005, Open Science Collaboration, 2015)? The course deals with the interpretations of and possible solutions to the lack of replicating results in empirical research (e.g. social psychology and cancer research). As a result of the lack of successful registered replications, a growing number journals such as Psychological Science are favouring practices such as direct replications and registered reports. The course gives a hands-on introduction to two methods which are thought to improve the reliability and replicability of empirical research: p-curve analysis and pre-registration.

The course:

  • Introduces participants to the ongoing conversation about the replicability of empirical research
  • Introduces participants to different interpretative frameworks of p-values and statistical significance (Null Hypothesis Significance Testing, Fisher, Neyman-Pearson, Bayes)
  • Provides participants with skills for pre-registration and p-curve analysis
Enrolment for University Studies
Enrolment time has expired
Esa Palosaari, Teacher responsible
esa.palosaari[ät]tuni.fi
Teaching
20-Nov-2017 – 15-Dec-2017
Tutorials
Lectures and exercises
Mon 20-Nov-2017 at 10.15-12.00, Linna ML50, Lack of replicating statistically significant results and their interpretations
Mon 20-Nov-2017 at 13.00-14.00, Linna ML50, Introduction to p-curve analysis and pre-registration
Mon 20-Nov-2017 at 14.15-16.00, Linna ML50, P-curve analysis and preregistration exercises
Periods: II
Language of instruction: English
Further information:

Masters Degree students of CBDA-programme: course can be included in the advanced studies of CBDA (Statistical Data Analytics). For details, contact your Personal Study Plan teacher.

Periodi (8.1.2018 - 4.3.2018)
Muut ja valinnaiset opinnot sekä täydentävät opinnot [III Periodi]
Enrolment for University Studies
Enrolment time has expired
Hyon-Jung Kim-Ollila, Teacher responsible
hyon-jung.kim[ät]tuni.fi
Teaching
8-Jan-2018 – 2-Mar-2018
Lectures
Mon 8-Jan-2018 - 26-Feb-2018 weekly at 12-14, Pinni B4116
Exceptions:
5-Feb-2018 at 10.00 –14.00 , B3117, Midterm exam
19-Feb-2018 , no lectures
Wed 10-Jan-2018 - 14-Feb-2018 weekly at 12-14, Pinni B4113
Exceptions:
7-Feb-2018 at 12.00 –14.00 , LS D11, NB. lecture room change
21-Feb-2018 , no lectures
Fri 16-Feb-2018 at 12.00-14.00, Pinni B3107
Fri 9-Mar-2018 at 12.00-16.00, B3117, Midterm exam
Fri 16-Mar-2018 at 10.00-14.00, B3117, Final exam
Exercises
Wed 10-Jan-2018 - 14-Feb-2018 weekly at 14-16, Pinni B4113
Exceptions:
7-Feb-2018 at 14.00 –16.00 , LS D11, NB. lecture room change
Periods: III
Language of instruction: English
Syventävät opinnot [III Periodi]

Modes of study

- Lectures
- Exercises (independent work)
- Exam

Enrolment for University Studies
Enrolment time has expired
Jaakko Peltonen, Teacher responsible
jaakko.peltonen[ät]tuni.fi
Teaching
9-Jan-2018 – 25-May-2018
Lectures
Tue 9-Jan-2018 - 22-May-2018 weekly at 14-16, Pinni B0020
Exceptions:
3-Apr-2018 , no lectures
1-May-2018 , no lectures
Periods: III IV
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Martti Juhola, Teacher responsible
martti.juhola[ät]tuni.fi
Jyrki Rasku, Teacher
Teaching
16-Jan-2018 – 4-Mar-2018
Lectures 24 hours
Tue 16-Jan-2018 at 10-12, Main building D10A
Wed 17-Jan-2018 - 21-Feb-2018 weekly at 10-12, Pinni B3107
Tue 23-Jan-2018 - 20-Feb-2018 weekly at 10-12, Main building lr C6
Exercises 10 hours
Thu 25-Jan-2018 - 22-Feb-2018 weekly at 12-14, Pinni B3107
Periods: III
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Konstantinos Stefanidis, Teacher responsible
konstantinos.stefanidis[ät]tuni.fi
Teaching
8-Jan-2018 – 4-Mar-2018
Lectures
Wed 10-Jan-2018 at 12-14, Main building lecture hall A2B
Mon 15-Jan-2018 - 26-Feb-2018 weekly at 10-12, Pinni B0016
Wed 17-Jan-2018 - 28-Feb-2018 weekly at 12-14, Pinni B3118
Exercises
Thu 11-Jan-2018 - 1-Mar-2018 weekly at 10-12, PInni B0016
Periods: III
Language of instruction: English
Periodi (5.3.2018 - 27.5.2018)
Muut ja valinnaiset opinnot sekä täydentävät opinnot [IV Periodi]

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
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
Periods: IV
Language of instruction: English
Further information:

Students should bring their own laptops in practicals.

Syventävät opinnot [IV Periodi]
Enrolment for University Studies
Enrolment time has expired
Hyon-Jung Kim-Ollila, Teacher responsible
hyon-jung.kim[ät]tuni.fi
Teaching
5-Mar-2018 – 11-May-2018
Lectures
Mon 5-Mar-2018 - 23-Apr-2018 weekly at 12-14, Pinni A3111
Exceptions:
26-Mar-2018 , TietoPinni ML8
2-Apr-2018 , no lecture
16-Apr-2018 , Pinni B1084
23-Apr-2018 , Linna ML51
Wed 25-Apr-2018 at 12-14, Pinni B0020
Exceptions:
28-Mar-2018 , no lecture
3-Apr-2018 , no lecture
Final exam
Wed 9-May-2018 at 12-16, B0016
Exercises
Wed 7-Mar-2018 - 2-May-2018 weekly at 14-16, Pinni B0020
Exceptions:
28-Mar-2018 , no lecture
11-Apr-2018 , Pinni B1084
18-Apr-2018 , Pinni B1084
2-May-2018 at 12 –14 , extra lab at different time
Periods: IV
Language of instruction: English

Content

It is quite common that we do not get all the information we want for  our statistical analysis. For example, in medical research a person can  refuse to provide certain information they feel sensitive, such as  weight, substance abuse, sexual orientation etc. Particularly, missing  data in longitudinal studies is more the rule than an exception. Missing  data in statistical analysis causes all sorts of problems. For example,  the desired statistical method cannot be directly applied; loss of  information or the results obtained can be biased if the analysis is not  done properly accomplished. The course introduces various missing data  mechanisms and their effects on statistical analysis. In addition, it  presents and evaluates some of the commonly used methods for statistical  analysis with missing data. Also advanced methods are presented, as well as special methods for the analysis of  longitudinal data including likelihood-based methods and multiple imputation.

Modes of Study

Course work, exam.

Enrolment for University Studies
Enrolment time has expired
Tapio Nummi, Teacher responsible
tapio.nummi[ät]tuni.fi
Jaakko Peltonen, Teacher responsible
jaakko.peltonen[ät]tuni.fi
Teaching
12-Mar-2018 – 23-Apr-2018
Lectures
Mon 12-Mar-2018 - 23-Apr-2018 weekly at 10.00-12.00, A2a Main Building
Exceptions:
2-Apr-2018 , no lectures
Exercises
Mon 19-Mar-2018 - 16-Apr-2018 weekly at 14.00-16.00, A2a Main Building
Periods: IV
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Martti Juhola, Teacher responsible
martti.juhola[ät]tuni.fi
Jyrki Rasku, Teacher responsible
Teaching
6-Mar-2018 – 26-Apr-2018
Lectures 24 hours
Tue 6-Mar-2018 at 10-12, Pinni B1097, First meeting in bigger lecture hall
Wed 7-Mar-2018 - 18-Apr-2018 weekly at 10-12, Pinni B3107
Exceptions:
28-Mar-2018 , No meeting
Tue 13-Mar-2018 - 17-Apr-2018 weekly at 10-12, Pinni B3107
Exceptions:
3-Apr-2018 , No meeting on Tue 3.4.
Exercises 10 hours
Thu 15-Mar-2018 - 19-Apr-2018 weekly at 12-14, Main building lr C6
Exceptions:
15-Mar-2018 , No meeting
29-Mar-2018 , No meeting
Thu 26-Apr-2018 at 12-14, Linna ls K113
Periods: IV
Language of instruction: English