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Information
| Code | BT535 |
| Name | Multivariate Statistical Analysis Methods in Biotechnology |
| Term | 2024-2025 Academic Year |
| Semester | . Semester |
| Duration (T+A) | 2-2 (T-A) (17 Week) |
| ECTS | 6 ECTS |
| National Credit | 3 National Credit |
| Teaching Language | Türkçe |
| Level | Doktora Dersi |
| Type | Normal |
| Mode of study | Yüz Yüze Öğretim |
| Catalog Information Coordinator | Prof. Dr. GÖKHAN TAMER KAYAALP |
Course Goal / Objective
The aim of this course is to analyze the use of multivariate statistical analyzes from statistical analysis and to make analysis and interpretation in package programs.
Course Content
This course covers multivariate statistical analysis methods.
Course Precondition
None
Resources
Unpublished Lecture Text Notes
Notes
Alpar, R. , 2003, Multivariate Statistical Methods
Course Learning Outcomes
| Order | Course Learning Outcomes |
|---|---|
| LO01 | Knows which statistical analysis methods will be applied to the data obtained from biotechnology. |
| LO02 | Learns synthesis and analysis. |
| LO03 | Learns the use of package programs. |
| LO04 | Learns multivariate statistical methods. |
Relation with Program Learning Outcome
| Order | Type | Program Learning Outcomes | Level |
|---|---|---|---|
| PLO01 | Bilgi - Kuramsal, Olgusal | Develop and deepen the current and advanced knowledge in the field with original thought and / or research at the level of expertise based on the qualifications of the graduate and reach the original definitions that will bring innovation to the field. | 5 |
| PLO02 | Bilgi - Kuramsal, Olgusal | Understands the interdisciplinary interaction of the field; it achieves original results using knowledge requiring expertise in analysis, synthesis and evaluation of new and complex ideas. | 5 |
| PLO03 | Beceriler - Bilişsel, Uygulamalı | Evaluates, uses and transfers new information in the field with a systematic approach. | |
| PLO04 | Beceriler - Bilişsel, Uygulamalı | Makes critical analysis, synthesis and evaluation of new and complex thoughts. | 3 |
| PLO05 | Yetkinlikler - Bağımsız Çalışabilme ve Sorumluluk Alabilme Yetkinliği | Makes leadership in environments that require the analysis of original and interdisciplinary problems. | |
| PLO06 | Yetkinlikler - Bağımsız Çalışabilme ve Sorumluluk Alabilme Yetkinliği | It extends the limits of knowledge in its field by publishing at least one scientific article in its field in national and / or international refereed journals and / or producing or interpreting an original work. | 2 |
| PLO07 | Yetkinlikler - Öğrenme Yetkinliği | Develops new ideas and methods related to the field by using high level mental processes such as creative and critical thinking, problem solving and decision making. | |
| PLO08 | Yetkinlikler - İletişim ve Sosyal Yetkinlik | He / she defends his / her original opinions in discussing the subjects in his / her field and establishes an effective communication showing his / her competence in the field. | |
| PLO09 | Yetkinlikler - Alana Özgü Yetkinlik | Conducts scientific research in national and international scientific research groups. | 5 |
| PLO10 | Yetkinlikler - Alana Özgü Yetkinlik | Establishes functional interaction by using strategic decision making processes in solving problems encountered in the field. |
Week Plan
| Week | Topic | Preparation | Methods |
|---|---|---|---|
| 1 | Random Variables of multivariate | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 2 | Normal distribition | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 3 | Conditional and marginal distributions | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 4 | Multivariate variance covariance matrix | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 5 | Correlation matrix | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 6 | Eigen value, eigen vectors. | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 7 | Multivariate analysis of variance | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 8 | Mid-Term Exam | Working from the textbook | Ölçme Yöntemleri: Ödev |
| 9 | Principal component analysis | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 10 | Cluster analysis | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 11 | Canonical correlation analysis | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 12 | Discriminant analysis | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 13 | Factor analysis | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 14 | Analysis of SPSS | Working from the textbook | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 15 | An overview | Working from the textbook | Öğretim Yöntemleri: Anlatım |
| 16 | Term Exams | Working from the textbook | Ölçme Yöntemleri: Ödev |
| 17 | Term Exams | Working from the textbook | Ölçme Yöntemleri: Ödev |
Student Workload - ECTS
| Works | Number | Time (Hour) | Workload (Hour) |
|---|---|---|---|
| Course Related Works | |||
| Class Time (Exam weeks are excluded) | 14 | 4 | 56 |
| Out of Class Study (Preliminary Work, Practice) | 14 | 4 | 56 |
| Assesment Related Works | |||
| Homeworks, Projects, Others | 1 | 2 | 2 |
| Mid-term Exams (Written, Oral, etc.) | 1 | 12 | 12 |
| Final Exam | 1 | 28 | 28 |
| Total Workload (Hour) | 154 | ||
| Total Workload / 25 (h) | 6,16 | ||
| ECTS | 6 ECTS | ||