Analisis Multivariat (A)
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reference (among others)
slides (complete chapters)
PART 1: Multivariate Random Variables
Scatterplot3d - an R package for visualizing multivariate data
More on Dimension Reduction Technique - Principal Component
kernlab – An S4 Package for Kernel Methods in R
kernel PCA - Application of kernel PCA and computational machine learning to exploration of metabolites strongly associated with diet
mixKernel - Unsupervised multiple kernel learning for heterogeneous data integration
PCAmixdata R Package - Multivariate Analysis of Mixed Data
PCAmix - Outlier detection using PCA mix based T2 control chart
Principal Components Analysis (PCA) of Time Series Using Simulated SineWaves
More on Dimension Reduction Technique - Factor Analysis
carmean2.dat
MVAfactcarm.R
bostonh.dat
MVAfacthous.R
More on FA, SEM = CFA + Path Analysis
SEM (slide)
SEM for Dummies
SEM using R (lavan package)
SEM using R (sem package)
SEM using SPSS and AMOS
PLS-SEM dengan WarpPLS
The Causal Foundations of SEM
Simultaneous Equation Model and Structural Equation
PLS-SEM
Formative vs. Reflective Measurement Model: Guidelines for SEM Research
Cluster Analysis
slide of the MVA book (Haerdle and Simar) - Clustering
A Comprehensive Survey of Clustering Algorithms
MVAclusfood.R
food.dat
Unsupervised method - Clustering
More on Cluster Analysis
Short review of Clustering
Clustering in Time Series
Analisis Cluster untuk Data Time Series
reference 1 - Time-Series Clustering in R Using the dtwclust Package (the R Journal)
reference 2 - Comparing time series clustering algorithms in R using dtwclust package
reference 3 - Computing and Visualizing Dynamic Time Warping Alignments in R - The dtw Package (Journal of Stat Soft)
reference 4 - TSclust - An R package for time series forecasting (Journal of Stat Soft)
A Comprehensive Survey of Clustering Algorithms
Mutual Information-Based Variable Selection on Latent Class Cluster Analysis
more on clustering analysis
CC GENERAL.csv
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Analisis Multivariat (A)
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Institut Teknologi Sepuluh Nopember
Magister
Fakultas Sains dan Analitika Data
S-2 STATISTIKA
Semester Genap 2023/2024
Analisis Multivariat (A)
Summary
Analisis Multivariat (A)
Teacher:
Bambang Widjanarko Otok
Teacher:
Dedy Dwi Prastyo