ECMS406 Nonparametric Methods

6 ECTS - 3-0 Duration (T+A)- 8. Semester- 3 National Credit

Information

Code ECMS406
Name Nonparametric Methods
Term 2024-2025 Academic Year
Semester 8. Semester
Duration (T+A) 3-0 (T-A) (17 Week)
ECTS 6 ECTS
National Credit 3 National Credit
Teaching Language İngilizce
Level Lisans Dersi
Type Normal
Mode of study Yüz Yüze Öğretim
Catalog Information Coordinator Prof. Dr. HÜSEYİN GÜLER
Course Instructor
1 2
(A Group) ()


Course Goal / Objective

The purpose of this lesson is to explain small sample hypothesis tests which are applied when the normal distribution is not satisfied, goodness of fit tests, tests for independency and homogeneity and coefficients of relationship.

Course Content

The course content covers rank and rank-order statistics; chi-square, Kolmogorov-Smirnov, Liliefors and Shapiro- Wilk goodness of fit tests; Levene, Brown-Forsythe and Layard chi-square tests for homogeneity of variances; one sample binomial, sign, Wilcoxon signed rank test and runs test; Mann-Whitney, Wald-Wolfowitz runs and Kolmogorov-Smirnov tests for two-independent samples; chi-square tests for independency and homogeneity and Spearman's rank correlation coefficient and Kendall's tau coefficient of relationship and applications of these methods on SPSS.

Course Precondition

None

Resources

Practical Nonparametric Statistics, 3rd edition by W.J. Conover, 1999.

Notes

Nonparametric Statistical Methods, 3rd edition by M. Hollander, D.A. Wolfe, and E. Chicken, 2014. A good reference in Turkish is: Parametrik Olmayan Yöntemler by H. Gamgam and B. Altunkaynak, 2013


Course Learning Outcomes

Order Course Learning Outcomes
LO01 Differentiates between parametric and nonparametric methods
LO02 Determines when to apply nonparametric tests
LO03 Computes rank and rank-order statistics
LO04 Performs goodness of fit tests
LO05 Interprets results of goodness of fit tests
LO06 Tests the homogeneity of variances
LO07 Applies one sample nonparametric hypothesis tests
LO08 Interprets results of one sample nonparametric hypothesis tests
LO09 Performs two-independent sample nonparametric hypothesis tests
LO10 Interprets results of two-independent sample nonparametric hypothesis tests
LO11 Performs two-dependent sample nonparametric hypothesis tests
LO12 Interprets results of two-dependent sample nonparametric hypothesis tests
LO13 Applies chi-square test for independency and homogeneity
LO14 Computes nonparametric coefficients of relationship
LO15 Interprets nonparametric coefficients of relationship


Relation with Program Learning Outcome

Order Type Program Learning Outcomes Level
PLO01 Bilgi - Kuramsal, Olgusal Explain the basic concepts and theorems in the fields of Econometrics, Statistics and Operations research 4
PLO02 Bilgi - Kuramsal, Olgusal Acquires basic Mathematics, Statistics and Operation Research concepts 4
PLO03 Bilgi - Kuramsal, Olgusal Describes the necessary concepts of Business
PLO04 Beceriler - Bilişsel, Uygulamalı Equipped with the foundations of Economics, and develops Economic models
PLO05 Beceriler - Bilişsel, Uygulamalı Models problems with Mathematics, Statistics, and Econometrics 4
PLO06 Beceriler - Bilişsel, Uygulamalı Has the ability to analyze/interpret at the conceptual level to develop solutions to problems
PLO07 Beceriler - Bilişsel, Uygulamalı Collects/analyses data 5
PLO08 Bilgi - Kuramsal, Olgusal Interprets the results analyzed with the model 4
PLO09 Beceriler - Bilişsel, Uygulamalı Combines the information obtained from different sources within the framework of academic rules in a field which does not research
PLO10 Beceriler - Bilişsel, Uygulamalı It develops traditional approaches, practices and methods into new working methods when it deems necessary
PLO11 Yetkinlikler - Bağımsız Çalışabilme ve Sorumluluk Alabilme Yetkinliği Leads by taking responsibility individually and/or within the team
PLO12 Yetkinlikler - Öğrenme Yetkinliği In addition to herself/himself professional development, constantly improves in scientific, cultural, artistic and social fields in line with interests and abilities
PLO13 Yetkinlikler - Öğrenme Yetkinliği Being aware of the necessity of lifelong learning, it follows the current developments in the field / constantly renews itself
PLO14 Yetkinlikler - İletişim ve Sosyal Yetkinlik Uses a package program of Econometrics, Statistics, and Operation Research 3
PLO15 Yetkinlikler - İletişim ve Sosyal Yetkinlik Uses Turkish and at least one other foreign language, academically and in the business context
PLO16 Yetkinlikler - İletişim ve Sosyal Yetkinlik Interprets the feelings, thoughts and behaviors of the related persons correctly/expresses himself/herself correctly in written and verbal form
PLO17 Yetkinlikler - Alana Özgü Yetkinlik Interprets data on current economic and social issues
PLO18 Yetkinlikler - Alana Özgü Yetkinlik Applies social, scientific and professional ethical values


Week Plan

Week Topic Preparation Methods
1 Some basic concepts Chapter 1 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama
2 Order statistics Chapter 2 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Problem Çözme
3 Goodness of fit tests - 1 Chapter 3 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar, Problem Çözme
4 Goodness of fit tests - 2 Chapter 3 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar
5 Tests for homogeneity of variances - 1 Chapter 4 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar
6 Tests for homogeneity of variances - 2 Chapter 4 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar
7 Tests for independency and homogeneity Chapter 8 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar, Problem Çözme
8 Mid-Term Exam General review for the midterm exam Ölçme Yöntemleri:
Yazılı Sınav
9 One sample tests - 1 Chapter 5 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar, Problem Çözme
10 One sample tests - 2 Chapter 5 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar
11 Tests for two-independent samples - 1 Chapter 6 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar
12 Tests for two-independent samples - 2 Chapter 6 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar
13 Tests for two-dependent samples - 1 Chapter 7 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar, Problem Çözme
14 Tests for two-dependent samples - 2 Chapter 7 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar
15 Coefficients of relationship Chapter 11 Öğretim Yöntemleri:
Anlatım, Alıştırma ve Uygulama, Deney / Laboratuvar, Problem Çözme
16 Term Exams General review for the final exam Ölçme Yöntemleri:
Yazılı Sınav
17 Term Exams General review for the final exam Ölçme Yöntemleri:
Yazılı Sınav


Student Workload - ECTS

Works Number Time (Hour) Workload (Hour)
Course Related Works
Class Time (Exam weeks are excluded) 14 3 42
Out of Class Study (Preliminary Work, Practice) 14 5 70
Assesment Related Works
Homeworks, Projects, Others 0 0 0
Mid-term Exams (Written, Oral, etc.) 1 15 15
Final Exam 1 30 30
Total Workload (Hour) 157
Total Workload / 25 (h) 6,28
ECTS 6 ECTS

Update Time: 08.05.2024 12:33