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Linear Models (ΣΕΕ2)

Linear Models (ΣΕΕ2)

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General

School School of Science
Academic Unit Department of Mathematics
Level of Studies Graduate
Course Code ΣΣΕ2
Semester 1
Course Title Linear Models
Independent Teaching Activities Lectures (Weekly Teaching Hours: 3, Credits: 7.5)
Course Type Special Background
Prerequisite Courses -
Language of Instruction and Examinations Greek
Is the Course Offered to Erasmus Students Yes (in English, reading Course)
Course Website (URL) -

Learning Outcomes

Learning outcomes The purpose of the course is:
  1. the deepening of knowledge of linear models acquired during undergraduate studies
  2. the extension of these concepts
  3. the presentation of specialized knowledge of Linear Models with applications in statistical data analysis.
General Competences
  1. Working independently
  2. Decision-making
  3. Adapting to new situations
  4. Production of free, creative and inductive thinking
  5. Synthesis of data and information, with the use of the necessary technology
  6. Working in an interdisciplinary environment

Syllabus

General Linear Model of full Rank, Multiple Regression Analysis, Analysis of residuals-Diagnostics, Selection of Variables, Two way analysis of variance with equal and unequal numbers per cell. Models of non full rank.

Teaching and Learning Methods - Evaluation

Delivery Face-to-face
Use of Information and Communications Technology Use of ICT in communication with students
Teaching Methods
Activity Semester Workload
Lectures 39
Study and analysis of bibliography 78
Preparation of assignments and interactive teaching 70.5
Course total 187.5
Student Performance Evaluation Final written exam in Greek (in case of Erasmus students in English).

Attached Bibliography

in Greek

  1. Καρακώστας, Κ. (1993). Παλινδρόμηση και Ανάλυση της Διακύμανσης. Πανεπιστήμιο Ιωαννίνων
  2. Λουκάς, Σ. (2014). Γενικό Γραμμικό Μοντέλο. Πανεπιστήμιο Ιωαννίνων

in English

  1. Draper , N. R. and Smith, H. (1981). Applied Regression Analysis. John Wiley & Sons, Inc., N.Y.
  2. Searle, S. R. (1971). Linear Models. John Wiley & Sons, Inc, N. Y., London
  3. Seber, G. A. F. (1977). Linear Regression Analysis. John Wiley & Sons, Inc, N.Y.
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