Admission requirements
At least some courses in basic statistics, basic probability and basic mathematics at bachelor level.
Contact information
Coordinator: Dhr Dr. H.G.J. van Mil
Email: h.g.j.van.mil@umail.leidenuniv.nl
Description
This course discusses probabilistic theory, statistical analysis and statistical modelling. After introducing the leading concepts from probability theory its consequences are discussed for measurements and data-analysis in the life sciences; experimental design, power and data simulation are discussed in more detail thereby introducing the concept of a model. More advanced statistical methods are presented to deal with data that cannot be analyzed using standard classical methods.
Learning goals
Course objectives:
To understand the probabilistic nature of life processes and its consequences for data analysis in the life sciences. The mastery of a diverse set of method and their related concepts to allow the student to apply these methods to their data and to critically evaluate the application of statistical methods in literature.
Final qualifications:
To design experiments taking into consideration elements of experimental design.
To independently design a strategy for analyzing the data both qualitatively and quantitatively.
To extent analysis of the deterministic part of the statistical models and to interpret these models from a system theoretic perspective.
Reflect on some of the normative issues concerning the statistical analysis of complex systems.
Timetable
14 October 2013 – 25 October 2013. Timetable will be communicated through blackboard.
Total number of contact hours
Lectures: 22 hours, Tutorials: 8 hours, Practicals: 16 hours, Exam: 3 hours
Mode of instruction
Lectures, tutorials and assignment. Some lectures must be prepared by the students with the use of web lectures and tutorials.
Assessment method
Written exam.
Blackboard
Lectures, assignments and course blog.
Reading list
Set of chapters from the Springer-link library will be published on blackboard. These chapters can be downloaded for free.
Registration
Via Usis and enroll in Blackboard
Exchange and Study Abroad students, please see the Prospective students website for more information on how to apply.
Remarks
We assume at least some basic knowledge of statistics, a small test and video lectures are provided to allow the student to refresh their statistical skills.