İzmir Ekonomi Üniversitesi
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  • GRADUATE SCHOOL

    Applied Mathematics and Statistics – With Thesis

    STAT 501 | Course Introduction and Application Information

    Course Name
    Theory of Statistics
    Code
    Semester
    Theory
    (hour/week)
    Application/Lab
    (hour/week)
    Local Credits
    ECTS
    STAT 501
    Fall/Spring
    3
    0
    3
    7.5

    Prerequisites
    None
    Course Language
    English
    Course Type
    Elective
    Course Level
    Second Cycle
    Mode of Delivery -
    Teaching Methods and Techniques of the Course Problem Solving
    Q&A
    National Occupation Classification -
    Course Coordinator
    Course Lecturer(s)
    Assistant(s)
    Course Objectives This course aims to provide basic theory and applications of mathematical statistics.
    Learning Outcomes

    The students who succeeded in this course;

    • will be able to work with order statistics.
    • will be able to find moment estimators and maximum likelihood estimators.
    • will be able to identify the best unbiased estimators.
    • will be able to suggest the test.
    • will be able to calculate confidence intervals.
    Course Description The topics covered in this course include basic notations and definitions of statistics, data reduction, point estimation, methods of evaluating estimators, and hypothesis testing.
    Related Sustainable Development Goals

     



    Course Category

    Core Courses
    Major Area Courses
    Supportive Courses
    Media and Management Skills Courses
    Transferable Skill Courses

     

    WEEKLY SUBJECTS AND RELATED PREPARATION STUDIES

    Week Subjects Related Preparation
    1 Introduction to basic concepts of statistics. Sampling from infinite population, simple random sample, stratified sample, cluster sampling, systematic sample. “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 5.1.
    2 Properties of a random sample. “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 5.2.
    3 Sampling from the Normal distribution. “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 5.3.
    4 Order statistics. “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 5.4.
    5 Principles of Data Reduction “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 6.
    6 Point Estimation “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 7.1.
    7 Maximum Likelihood Estimators “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 7.2.
    8 Regression Analysis: Maximum Likelihood Estimators of Regression Parameters. “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 11.3 & 12.2.3.
    9 Midterm
    10 Methods of Evaluating Estimators “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 7.3.
    11 Consistency of Estimators “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 7.3.
    12 Nonparametric Estimation, hypothesis testing “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 8.
    13 Nonparametric Estimation, hypothesis testing “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 8.
    14 Likelihood ratio test “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 8.2.1.
    15 Semester Review
    16 Final Exam

     

    Course Notes/Textbooks

    “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128.

    Suggested Readings/Materials

    “Mathematical Statistics” by J. Shao, Springer, 2nd Edition, 2003. ISBN-13: 978-0387953823

     

    EVALUATION SYSTEM

    Semester Activities Number Weigthing
    Participation
    Laboratory / Application
    Field Work
    Quizzes / Studio Critiques
    -
    -
    Portfolio
    Homework / Assignments
    Presentation / Jury
    Project
    Seminar / Workshop
    Oral Exams
    Midterm
    1
    40
    Final Exam
    1
    60
    Total

    Weighting of Semester Activities on the Final Grade
    1
    40
    Weighting of End-of-Semester Activities on the Final Grade
    1
    60
    Total

    ECTS / WORKLOAD TABLE

    Semester Activities Number Duration (Hours) Workload
    Theoretical Course Hours
    (Including exam week: 16 x total hours)
    16
    3
    48
    Laboratory / Application Hours
    (Including exam week: '.16.' x total hours)
    16
    0
    Study Hours Out of Class
    14
    6
    84
    Field Work
    0
    Quizzes / Studio Critiques
    -
    -
    0
    Portfolio
    0
    Homework / Assignments
    0
    Presentation / Jury
    0
    Project
    0
    Seminar / Workshop
    0
    Oral Exam
    0
    Midterms
    1
    37
    37
    Final Exam
    1
    56
    56
        Total
    225

     

    COURSE LEARNING OUTCOMES AND PROGRAM QUALIFICATIONS RELATIONSHIP

    #
    Program Competencies/Outcomes
    * Contribution Level
    1
    2
    3
    4
    5
    1

    To be able to demonstrate independent and critical thinking in Applied Mathematics and Statistics.

     
    -
    -
    -
    -
    X
    2

    To be able to define problems in Applied Mathematics/Statistics and verify whether they are mathematically/statistically consistent.

    -
    -
    -
    X
    -
    3

    To be able to analyse and solve real life problems using applied methods and interdisciplinary approach of Mathematics/Statistics.

    -
    -
    -
    -
    -
    4

    To be able to independently conduct, conclude, and report on specialized research in Applied Mathematics and Statistics.

     
    -
    -
    -
    X
    -
    5

    To be able to efficiently use national and international resources, for staying updated in the field, communicating with colleagues, and following the related literature.

    -
    -
    X
    -
    -
    6

    To be able to develop proficiency in using computer software widely utilized in the fields of Applied Mathematics and Statistics.

    -
    -
    -
    -
    -
    7

    To be able to evaluate solution processes efficiently using mathematical reasoning and modeling in order to contribute to the solutions of social and scientific problems.

    -
    -
    -
    -
    -
    8

    To be able to synthesize theoretical frameworks with practical applications through mathematical and statistical methods.

     
    -
    -
    -
    -
    -
    9

    To be able to develop strategies, policies and plans for problems and research areas in Applied Mathematics/Statistics in order to interpret the results and translate them into practice.

     
    -
    -
    X
    -
    -
    10

    To be able to translate key topics, events, and phenomena in Applied Mathematics and Statistics into the context of other scientific disciplines.

     
    -
    -
    -
    -
    -
    11

    To be able to engage in lifelong learning by continuously updating and improving knowledge and skills in Applied Mathematics and Statistics.

    -
    -
    -
    -
    -

    *1 Lowest, 2 Low, 3 Average, 4 High, 5 Highest


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