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A Practical Example for Working with Datasets4 months ago
Introduction | Required Packages | Normalizing Data from an Excel File | Load Required Packages for Excel I/O | Read Excel File | Visualization of Variables | Boxplots | Normality Tests for Original Values | Normalization with OSKT | Visualizing the Normalized Values | Histograms and Density Plots | Optimization Parameters | Normality Test Results | Saving the Normalized Data
OSKT: Normalization via Optimized Skewness and Kurtosis4 months ago
Introduction | Required Packages | Normality Transformation Using OSKT | Back Transformation: Recovering Original Values | Back-transformation Diagnostics | Comparison of Normality Methods
OSKT: Normalization via Optimized Skewness and Kurtosis5 months ago
Introduction | Required Packages | Normality Transformation Using OSKT | Back Transformation: Recovering Original Values | Back-transformation Diagnostics | Comparison of Normality Methods
Outlier Detection Using Possibilistic and Fuzzy Clustering Algorithms4 years ago
Preparing for the analysis | Install and load the package odetector | Load the data set | Possibilistic Fuzzy C-Means Cluster Analysis | Outlier Detection | Print the outliers | Summarize the outliers | Visualiation of the outliers | Plot the outliers | Pairwise Scatter Plots | Remove the outliers | Using different threshold values | Citing this vignette and the package odetector | References