MultiRocket: multiple pooling operators and transformations for fast and effective time series classification

Time series extrinsic regression

(2021) Chang Wei Tan et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Early abandoning and pruning for elastic distances including dynamic time warping

(2021) Matthieu Herrmann et al.   DATA MINING AND KNOWLEDGE DISCOVERY

HIVE-COTE 2.0: a new meta ensemble for time series classification

(2021) Matthew Middlehurst et al.   MACHINE LEARNING

TS-CHIEF: a scalable and accurate forest algorithm for time series classification

(2020) Ahmed Shifaz et al.   DATA MINING AND KNOWLEDGE DISCOVERY

ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels

(2020) Angus Dempster et al.   DATA MINING AND KNOWLEDGE DISCOVERY

InceptionTime: Finding AlexNet for time series classification

(2020) Hassan Ismail Fawaz et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Proximity Forest: an effective and scalable distance-based classifier for time series

(2019) Benjamin Lucas et al.   DATA MINING AND KNOWLEDGE DISCOVERY

catch22: CAnonical Time-series CHaracteristics

(2019) Carl H. Lubba et al.   DATA MINING AND KNOWLEDGE DISCOVERY

FastEE: Fast Ensembles of Elastic Distances for time series classification

(2019) Chang Wei Tan et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Nonstationary time series transformation methods: An experimental review

(2018) Rebecca Salles et al.   KNOWLEDGE-BASED SYSTEMS

The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances

(2016) Anthony Bagnall et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Scalable time series classification

(2015) Patrick Schäfer   DATA MINING AND KNOWLEDGE DISCOVERY

Time series classification with ensembles of elastic distance measures

(2014) Jason Lines et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Classification of time series by shapelet transformation

(2013) Jon Hills et al.   DATA MINING AND KNOWLEDGE DISCOVERY

A time series forest for classification and feature extraction

(2013) Houtao Deng et al.   INFORMATION SCIENCES

Using derivatives in time series classification

(2012) Tomasz Górecki et al.   DATA MINING AND KNOWLEDGE DISCOVERY