Distance Measures

• Dynamic Time Warping
• Edit Distances
• Complexity-Invariant Distance (2011)

Shapelets

• Theory & Foundations
• Logical Shapelets (2011)
• Shapelet Transform (2013)
• Fast Shapelets (2013)

Feature Extraction

• HCTSA (2017)
• TSFresh (2018)
• Catch22 (2019)
• Generalised Signatures (2020)
• FreshPRINCE (2022)

Self-Supervised

• Series2Vec (2021)

Interval-Based

• SVM of Interval-Based Features (2004)
• Time Series Bag-of-Features (2013)
• Learned Pattern Similarity (2015)
• RISE (2018)

Convolutional Kernels

• ROCKET (2019)

• MiniRocket (2021)

• MultiRocket (2022)

• Hydra (2023)

• Detach-ROCKET (2023)

• POCKET (2024)

Bag-of-Patterns (BOP)

• BOSS (2015)
• WEASEL (2017)
• TDE (2021)

Classifier Recommendation by Meta-Learning

• Metal-CATS (202X)

Deep Learning

• Gramian Angular Fields (2015)

• Inception Time (2019)

• Hand-Crafted Convolution Filters (2022)

• LITE (2023)

Ensembles

• Theory & General Algorithms
• Transformation Based Ensembles (2012)
• Elastic Ensemble (2014)
• Flat-COTE (2015)
• HIVE-COTE (2016)
• HIVE-COTE 2.0 (2021)

Forests

• Time Series Forest (2013)
• Proximity Forest (2018)
• TS-CHIEF (2019)
• Supervised Time Series Forest (2020)
• CIF (2020)
• DrCIF (2021)

Curiosities, Extras, and Fun Facts

Feature selection (TSER)