Sidia is a education Platform website.
Course Description
In this course, the concepts of multivariate statistics will be studied which include the basic concepts of multivariate statistics, matrices, vectors and their operations, as well as classification in multivariate statistics, the concept of normal multivariate distribution, hypothesis testing, the concept of MANOVA, the concept of Principle Component Analysis, Fuzzy and Structural Equation Modeling (SEM), clustering method. Apart from that, students are expected to be able to design problem solutions using techniques in multivariate statistics. Be able to explain the results of problem solving using techniques in multivariate statistics
Program Objectives (PO)
- Mahasiswa memahami konsep statistika multivariat, matriks, vektor, dan operasinya pada statistika multivariat
- Mahasiswa mampu memahami proses reduksi dan klasterisasi multivariat dan menerapkannya pada problem riil
- Mahasiswa mampu memahami konsep pemodelan multivariat seperti Linear Model, GLM, SEM, dan PLS serta dapat menerapkannya pada problem riil
Aktifitas Pembelajaran
-
Pertemuan 1 Konsep dan tujuan analisis multivariat -
Pertemuan 2 Konsep distribusi multivariat normal dan Canonical Correlation -
Pertemuan 3 Konsep Principle Component Analysis -
Pertemuan 4 Konsep Factor Analysis -
Pertemuan 5 Konsep Multidimensional Scaling dan Biplot -
Pertemuan 6 Konsep ANOVA dan MANOVA serta dapat menerapkan dalam problem real -
Pertemuan 7 Konsep ANCOVA dan MANCOVA serta dapat menerapkan dalam problem real -
Pertemuan 8 Konsep clustering dan dapat menerapkan dalam problem real -
Pertemuan 9 Konsep clustering dan dapat menerapkan dalam problem real -
Pertemuan 10 Konsep analisis diskriminan dan menerapkannya pada problem real -
Pertemuan 11 Konsep multinomial regression dan menerapkannya pada problem real -
Pertemuan 12 Konsep ordinal regression dan menerapkannya pada problem real -
Pertemuan 13 Konsep dan implementasi Structural Equation Modeling (SEM) -
Pertemuan 14 Konsep dan implementasi SEM-PLS -
Pertemuan 15 Konsep dan implementasi latent analysis -
Pertemuan 16 Pada permasalahan riil
Lecturer
Difficult Things About Education.
$75$10
More Similar Courses
Related Courses
Numerical Methods
The Numerical Methods course aims to provide the basic principles of numerical solutions without abandoning the analytical proof scheme. Understanding numerical solutions includes the concept
Matrix Algebra
This course is a case method course which studies the concept of matrices and their applications related to data processing. The use of related computer
Ecophysiology
Ecophysiology studies the living activities and responses of animals and plants to environmental changes (stresses) in the form of biotic, climatic, edaphic factors and the
Copyright © 2026 Sinau Digital UNESA All Rights Reserved