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

Data mining and knowledge discovery, 2020-09, Vol.34 (5), p.1454-1495

2020

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

Data mining and knowledge discovery, 2020-05, Vol.34 (3), p.742-775

2020

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Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series

Remote sensing (Basel, Switzerland), 2019-03, Vol.11 (5), p.523

2019

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A global averaging method for dynamic time warping, with applications to clustering

Pattern recognition, 2011-03, Vol.44 (3), p.678-693

2011

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InceptionTime: Finding AlexNet for time series classification

Data mining and knowledge discovery, 2020-11, Vol.34 (6), p.1936-1962

2020

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Satellite Image Time Series Analysis Under Time Warping

IEEE transactions on geoscience and remote sensing, 2012-08, Vol.50 (8), p.3081-3095

2012

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

Data mining and knowledge discovery, 2019-05, Vol.33 (3), p.607-635

2019

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Tight lower bounds for dynamic time warping

Pattern recognition, 2021-07, Vol.115, p.107895, Article 107895

2021

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Bipolar Issue

The journal of nervous and mental disease, 2017-03, Vol.205 (3), p.171-172

Petitjean, François

2017

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Time series extrinsic regression: Predicting numeric values from time series data

Data mining and knowledge discovery, 2021, Vol.35 (3), p.1032-1060

2021

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Analyzing concept drift and shift from sample data

Data mining and knowledge discovery, 2018-09, Vol.32 (5), p.1179-1199

2018

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FastEE: Fast Ensembles of Elastic Distances for time series classification

Data mining and knowledge discovery, 2020, Vol.34 (1), p.231-272

2020

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A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping

Machine learning, 2023-06, Vol.112 (6), p.1941-1973

2023

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Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm

Knowledge and information systems, 2016-04, Vol.47 (1), p.1-26

2016

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Spatio-temporal reasoning for the classification of satellite image time series

Pattern recognition letters, 2012-10, Vol.33 (13), p.1805-1815

2012

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Bayesian network classifiers using ensembles and smoothing

Knowledge and information systems, 2020-09, Vol.62 (9), p.3457-3480

2020

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Live fuel moisture content estimation from MODIS: A deep learning approach

ISPRS journal of photogrammetry and remote sensing, 2021-09, Vol.179, p.81-91

2021

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Efficient Satellite Image Time Series Analysis Under Time Warping

IEEE geoscience and remote sensing letters, 2014-06, Vol.11 (6), p.1143-1147

2014

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Summarizing a set of time series by averaging: From Steiner sequence to compact multiple alignment

Theoretical computer science, 2012-01, Vol.414 (1), p.76-91

2012

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Elastic similarity and distance measures for multivariate time series

Knowledge and information systems, 2023-06, Vol.65 (6), p.2665-2698

2023

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Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes

Machine learning, 2018-09, Vol.107 (8-10), p.1303-1331

2018

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Optimizing dynamic time warping’s window width for time series data mining applications

Data mining and knowledge discovery, 2018-07, Vol.32 (4), p.1074-1120

2018

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Skopus: Mining top-k sequential patterns under leverage

Data mining and knowledge discovery, 2016-09, Vol.30 (5), p.1086-1111

2016

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Automatic matching of surgeries to predict surgeons’ next actions

Artificial intelligence in medicine, 2017-09, Vol.81, p.3-11

2017

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Surgical motion analysis using discriminative interpretable patterns

Artificial intelligence in medicine, 2018-09, Vol.91, p.3-11

2018

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

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

Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series

A global averaging method for dynamic time warping, with applications to clustering

InceptionTime: Finding AlexNet for time series classification

Satellite Image Time Series Analysis Under Time Warping

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

Tight lower bounds for dynamic time warping

Bipolar Issue

Time series extrinsic regression: Predicting numeric values from time series data

Analyzing concept drift and shift from sample data

FastEE: Fast Ensembles of Elastic Distances for time series classification

A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping

Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm

Spatio-temporal reasoning for the classification of satellite image time series

Bayesian network classifiers using ensembles and smoothing

Live fuel moisture content estimation from MODIS: A deep learning approach

Efficient Satellite Image Time Series Analysis Under Time Warping

Summarizing a set of time series by averaging: From Steiner sequence to compact multiple alignment

Elastic similarity and distance measures for multivariate time series

Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes

Optimizing dynamic time warping’s window width for time series data mining applications

Skopus: Mining top-k sequential patterns under leverage

Automatic matching of surgeries to predict surgeons’ next actions

Surgical motion analysis using discriminative interpretable patterns

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