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

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

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

Deep learning for time series classification: a review

(2019) 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

Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations

(2019) Thach Le Nguyen et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Accelerating pattern-based time series classification: a linear time and space string mining approach

(2019) Atif Raza et al.   KNOWLEDGE AND INFORMATION SYSTEMS

catch22: CAnonical Time-series CHaracteristics

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

Optimization Methods for Large-Scale Machine Learning

(2018) Léon Bottou et al.   SIAM REVIEW

Time Series Classification with HIVE-COTE

(2018) Jason Lines et al.   ACM Transactions on Knowledge Discovery from Data

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

Generalized random shapelet forests

(2016) Isak Karlsson et al.   DATA MINING AND KNOWLEDGE DISCOVERY

The BOSS is concerned with time series classification in the presence of noise

(2014) Patrick Schäfer   DATA MINING AND KNOWLEDGE DISCOVERY

Classification of time series by shapelet transformation

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

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Satellite Image Time Series Analysis Under Time Warping

(2012) François Petitjean et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A High-Throughput Screening Approach to Discovering Good Forms of Biologically Inspired Visual Representation

(2009) Nicolas Pinto et al.   PLoS Computational Biology