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Statistics for Molecular Biology and Bioinformatics

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Basic Models of Probability. Sampling for Estimation of Population Quantities ... The mini-project. Defined in collaboration with a researcher ... – PowerPoint PPT presentation

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Title: Statistics for Molecular Biology and Bioinformatics


1
Statistics for Molecular Biology and
Bioinformatics
Instructor Ron S. Kenett Email
ron_at_kpa.co.il Course Website www.kpa.co.il/biosta
t Course textbook MODERN INDUSTRIAL
STATISTICS, Kenett and Zacks, Duxbury Press, 1998
2
Course Syllabus
  • Understanding Variability
  • Variability in Several Dimensions
  • Basic Models of Probability
  • Sampling for Estimation of Population Quantities
  • Parametric Statistical Inference
  • Computer Intensive Techniques - Bootstrapping
  • Multivariate Analysis - Multiple Linear
    Regression
  • Sequential Methods - Statistical Process Control
  • Design of Experiments

3
Course Emphasis
  • Interpretation of Statistical tools and methods
  • Reliance on Statistical software (MINITAB)
  • Learning by doing
  • Interactive classroom environment
  • Responsibility for the course is shared by
  • The instructor
  • The students
  • The researchers behind the mini-projects

4
Grading Policy
  • A mini-project 2-3 students per project
  • An exam at the end of the course
  • Final grade split 50-50
  • Difficulty level of final exam will depend on
  • level of efforts put into project

5
The mini-project
  • Defined in collaboration with a researcher
  • Has to be completed at the end of the semester
  • Has to be interesting/useful
  • Should provide opportunity to apply one (or more)
  • Statistical tool taught in the course

6
The mini-project - 1
7
The mini-project - 2
8
The mini-project - 3
9
The mini-project - 4
The Process of Solving Problems with Statistics
10
Basic concepts and notation
Population
N
Sample

n
11
Statistical Inference
Population
N
Sample

n
12
Statistical Issues in Life Sciences
Design Experiments
Synthesize
Compare
Summarize
Track changes
Assess Similarities
Analyze
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