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  • Tutorial
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Section Navigation

  • Representation
    • Discretized function representation
    • Extrapolation
    • Function composition
    • Interpolation
    • Mixed data structure and visualization.
    • Mixed effects model for irregular data
    • Mixed effects model for irregular data: robustness of the conversion
    • Representation of functional data
  • Datasets
    • Meteorological data: data visualization, clustering, and functional PCA
    • SDE simulation: Langevin dynamics
    • SDE simulation: creating synthetic datasets using SDEs
    • Spectrometric data: derivatives, regression, and variable selection
    • Voice signals: smoothing, registration, and classification
  • Preprocessing
    • Elastic registration
    • Functional Diffusion Maps
    • Functional Principal Component Analysis
    • Kernel Smoothing
    • Landmark registration
    • Landmark shift
    • Outlier detection with FPCA
    • Pairwise alignment
    • Shift Registration
  • Exploratory analysis
    • Boxplot
    • Exploring data
    • Magnitude-Shape Plot
    • Magnitude-Shape Plot synthetic example
    • Surface Boxplot
  • Statistical inference
    • One-way functional ANOVA with real data
    • One-way functional ANOVA with synthetic data
  • Machine learning
    • Classification methods
    • Clustering
    • Depth based classification
    • Functional Linear Regression with multivariate covariates.
    • Functional Principal Component Analysis Regression.
    • K-nearest neighbors classification
    • Kernel Regression
    • Neighbors Functional Regression
    • Neighbors Scalar Regression
    • Radius neighbors classification
  • Expand scikit-fda
    • Creating a new basis
    • Creating a new interpolation or extrapolation strategy
  • Examples
  • Exploratory analysis

Exploratory analysis#

Examples of exploratory analysis functionalities available in scikit-fda.

Boxplot

Boxplot

Exploring data

Exploring data

Magnitude-Shape Plot

Magnitude-Shape Plot

Magnitude-Shape Plot synthetic example

Magnitude-Shape Plot synthetic example

Surface Boxplot

Surface Boxplot

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Shift Registration

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Boxplot
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