Kode Mata KuliahMA5086 / 4 SKS
Penyelenggara201 - Matematika / FMIPA
KategoriKuliah
Bahasa IndonesiaEnglish
Nama Mata KuliahAnalisis Multivariat LanjutAdvanced Multivariate Analysis
Bahan Kajian
  1. Pengenalan: Review Aljabar matriks dan konsep Geometri
  2. Metode deskriptif untuk data multivariat: PCA, clustering
  3. Rerata Multivariat dan Model Linear: inferensi multivariat, MANOVA, Diskriminasi dan Klasifikasi, Regresi multivariat
  4. Analisis Asosiasi: korelasi kanonik, analisis factor
  5. Penerapan dan pengembangan metode statistic multivariat
  1. Introduction: Review of matrix algebra and geometry concepts
  2. Descriptive methods for multivariate data: Principal Component Analysis (PCA), clustering.
  3. Multivariate Means and Linear Models: Multivariate inference, MANOVA, Discrimination and Classification, Multivariate Regression.
  4. Analysis of Association: Canonical correlation, Factor Analysis.
  5. Application and development of multivariate statistical methods.
Capaian Pembelajaran Mata Kuliah (CPMK)
  1. Memahami ciri-ciri utama data multivariat.
  2. Memahami konsep dan prinsip dasar analisis multivariat.
  3. Mampu menggunakan metode statistik multivariat eksploratori dan konfirmatori dengan baik.
  4. Mampu melaksanakan teknik dan metode statistik multivariat secara efisien dan efektif serta menerapkannya pada data multivariat
  1. Understand the main characteristics of multivariate data.
  2. Understand the fundamental concepts and principles of multivariate analysis.
  3. Be able to proficiently use exploratory and confirmatory multivariate statistical methods.
  4. Be able to implement multivariate statistical techniques and methods efficiently and effectively, and apply them to multivariate data.
Metode PembelajaranCeramah, diskusi, pembelajaran berbasis masalahLecture, Discussion, Problem Based Learning
Modalitas PembelajaranSinkron/asinkron, Mandiri/kelompokSynchronous/asynchronous, Independent/group
Jenis NilaiABCDE
Metode Penilaianujian, tugas, praktikumexams, assignments, practicum
Catatan Tambahan