User Guide

• Dynamic Time Warping
  • Optimization problem
  • Algorithmic solution
  • Using a different ground metric
  • Properties
  • Additional constraints
  • Barycenters
  • soft-DTW
  • Examples Involving DTW variants
  • References
• Longest Common Subsequence
  • Problem
  • Algorithmic solution
  • Using a different ground metric
  • Properties
  • Additional constraints
  • Examples Involving LCSS variants
  • References
• Kernel Methods
  • Global Alignment Kernel
  • Clustering and Classification
  • Examples Using Kernel Methods
  • References
• Time Series Clustering
  • \(k\)-means and Dynamic Time Warping
  • Kernel \(k\)-means and Time Series Kernels
  • Examples Using Clustering Estimators
  • References
• Shapelets
  • Learning Time-series Shapelets
  • Examples Involving Shapelet-based Estimators
  • References
• Matrix Profile
  • Implementation
  • Possible Applications
  • Examples Involving Matrix Profile
  • References
• Early Classification of Time Series
  • Early Classification Cost Function
  • Examples Involving Early Classification Estimators
  • References