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Syllabus Advanced Biostatistics - 72920
עברית
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Last update 22-10-2019
HU Credits: 3

Degree/Cycle: 1st degree (Bachelor)

Responsible Department: Life Sciences

Semester: 1st Semester

Teaching Languages: English and Hebrew

Campus: E. Safra

Course/Module Coordinator: Prof. Liran Carmel

Coordinator Email: liran.carmel@huji.ac.il

Coordinator Office Hours: by email

Teaching Staff:
Prof Liran Carmel
Ms.

Course/Module description:
The course teaches statistical techniques that are relevant to the biological research.

Course/Module aims:
Providing students with statistical techniques that are highly useful in Biological research.

Learning outcomes - On successful completion of this module, students should be able to:
Apply the appropriate statistical analyses required in their particular research.

Attendance requirements(%):
100

Teaching arrangement and method of instruction: Lectures + frontal exercises

Course/Module Content:
1. Estimators: point estimators, properties of estimators, basic estimators, maximum-likelihood estiamtors, the method of moments.
2. Bootstrapping.
3. ANOVA test, post-hoc tests.
4. Ranked statistics: U-test, Wilcoxon test and related tests.
5. Multiple comparisons: Bonferroni, FDR
6. Permutation tests.
7. Dimensionality reduction: PCA, t-SNE.
8. Classification and logistic regression.
More topics if time permits: multiple linear regression, Analysis of contingency tables: hypergeometric test, Fischer exact test, Markov models and its applications in Biology.

Required Reading:
None

Additional Reading Material:
Zar, Biostatistical Analysis, 5th edition

Course/Module evaluation:
End of year written/oral examination 80 %
Presentation 0 %
Participation in Tutorials 0 %
Project work 0 %
Assignments 20 %
Reports 0 %
Research project 0 %
Quizzes 0 %
Other 0 %

Additional information:
-
 
Students needing academic accommodations based on a disability should contact the Center for Diagnosis and Support of Students with Learning Disabilities, or the Office for Students with Disabilities, as early as possible, to discuss and coordinate accommodations, based on relevant documentation.
For further information, please visit the site of the Dean of Students Office.
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