Learn
Get started, preprocess, and simulate functional data.
Introduction to fdars
Custom Plotting with ggplot2
Introduction to Smoothing Functional Data
Working with Derivatives
Simulating Functional Data
Working with Irregular Functional Data
Represent
Decompose, transform, rank, and measure functional data.
Functional Principal Component Analysis (FPCA)
Elastic FPCA
Finding the Best Basis Representation
Andrews Transformation: From Tables to Curves
Functional Depth Functions
Streaming Depth Computation
Distance Metrics and Semimetrics
Align
Register and align curves to remove phase variability.
Elastic Curve Alignment
Advanced Elastic Alignment
Landmark Registration
TSRVF: Linearized Elastic Analysis
Comparing Alignment Methods
Shape Analysis
Regression
Regression, classification, and mixed models for functional data.
Scalar-on-Function Regression
Elastic Regression
Scalar-on-Shape Regression
Robust Functional Regression
Function-on-Scalar Regression
Supervised Classification of Functional Data
Functional Mixed Models for Repeated Measures
Cross-Validation for Functional Data
Model Explainability
Regression Diagnostics
Uncertainty Quantification
Conformal Prediction for Classification
Conformal Prediction Guide
Process Monitoring
Statistical process control for functional data streams.
Statistical Process Monitoring for Functional Data
Advanced Statistical Process Monitoring
Profile and Partial-Domain Monitoring
Analyze
Infer, cluster, detect outliers, and test functional data.
