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

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

Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles

(2015) Anthony Bagnall et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

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

(2015) François Petitjean et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Fast classification of univariate and multivariate time series through shapelet discovery

(2015) Josif Grabocka et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Time series classification with ensembles of elastic distance measures

(2014) Jason Lines 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

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

Experimental comparison of representation methods and distance measures for time series data

(2012) Xiaoyue Wang et al.   DATA MINING AND KNOWLEDGE DISCOVERY

The Move-Split-Merge Metric for Time Series

(2012) Alexandra Stefan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Rotation-invariant similarity in time series using bag-of-patterns representation

(2012) Jessica Lin et al.   JOURNAL OF INTELLIGENT INFORMATION SYSTEMS

Classification trees for time series

(2011) Ahlame Douzal-Chouakria et al.   PATTERN RECOGNITION

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

(2011) François Petitjean et al.   THEORETICAL COMPUTER SCIENCE

Time series shapelets: a novel technique that allows accurate, interpretable and fast classification

(2010) Lexiang Ye et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Weighted dynamic time warping for time series classification

(2010) Young-Seon Jeong et al.   PATTERN RECOGNITION

Time Warp Edit Distance with Stiffness Adjustment for Time Series Matching

(2009) P.-F. Marteau   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Faster retrieval with a two-pass dynamic-time-warping lower bound

(2008) Daniel Lemire   PATTERN RECOGNITION