Course code MATH280

MATH280 Applied Linear Algebra

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Showing course contents for the educational year 2018 - 2019 .

Course responsible: Ulf Geir Indahl
Teachers: John Andreas Wyller, Bjørn Fredrik Nielsen
ECTS credits: 10
Faculty: Faculty of Science and Technology
Teaching language: EN, NO
(NO=norsk, EN=Engelsk)
Teaching exam periods:
This course starts in Spring parallel. This course has teaching/evaluation in the spring parallel, .
Course frequency: Annually. Minimum 10 students.
First time: Study year 2009-2010
Course contents:
The most important parts of each topic are covered in lectures. Thereafter the students are given exercises on the same topics. The aims of the exercises are for students to understand methods and ideas as well as to be able to apply the subject various subjects to relevant practical problems.
Learning outcome:

Theoretical understanding of the basic methods in applied linear algebra, selected optimization problems and insight in selected practical applications, i.e:

  • Numerical aspects associated with solving Linear Equations
  • Vector Spaces and Linear Transformations
  • Diagonalization and change of Change of Coordinate Basis
  • Inner Products, Length, Orthogonality and Inner Product Spaces
  • Orthogonal Projections and Least-Squares Problems
  • The Gram-Schmidt process and QR-factorization
  • The Singular Value Decomposition

The practical applications include: 

  • Constrained Optimization
  • k-means clustering
  • Principal component analysis
  • Linear Regression (Principal Component Regression, Ridge Regression, Weighted Least Squares)
  • Classification problems
  • Validation of regression- and classification models
  • Dynamical Systems
  • Image analysis problems
  • (Linear Programming)
  • (Economical analysis)
Learning activities:
The teaching is given as lectures (covering both theory and practical problemsolving) by the professor responsible for the course + exercise groups including both theoretical and practical problemsolving.
Teaching support:
The students can contact the teacher responsible for the course at the teacher's office, by telephone or by e-mail.
Syllabus:
Announced at the first lecture.
Prerequisites:
MATH113 or MATH131
Recommended prerequisites:
MATH111, MATH112, basic skills in MATLAB or a similar programming language.
Mandatory activity:
No compulsory activities. Two assignments are included for continuous evaluation together with the final exam.
Assessment:
Continuous exam. Two compulsory assignments (40% weight) + final writtenexam, 3.5 hours (60% weight).
Nominal workload:
Theory (lectures and self-study): 200 hours. Discussion groups (not compulsory), exercises, preparations for exam: 100 hours.
Entrance requirements:
Special requirements in science
Reduction of credits:
10 credits reduction against MATH260
Type of course:
Lectures: 4 hours per week. Calculation exercises 2 hours per week.
Note:
Students who demand teaching in English must put this request at least two weeks before the teaching period starts.
Examiner:
The external and internal examiner jointly prepare the exam questions and the correction manual. The external examiner reviews the internal examiner's examination results by correcting a random sample of candidate's exams as a calibration according to the Department's guidelines for examination markings.
Allowed examination aids: B2 Calculator handed out, other aids as specified
Examination details: Continuous exam: A - E / Ikke bestått