Time series classification based on temporal features

PFC: A Novel Perceptual Features-Based Framework for Time Series Classification

(2021) Shaocong Wu et al.   Entropy

RTFN: A robust temporal feature network for time series classification

(2021) Zhiwen Xiao et al.   INFORMATION SCIENCES

Identifiable Temporal Feature Selection via Horizontal Visibility Graph Towards Smart Medical Applications

(2021) Cun Ji et al.   Interdisciplinary Sciences-Computational Life Sciences

A new emotion detection algorithm using extracted features of the different time-series generated from ST intervals Poincaré map

(2020) Maryam Baghizadeh et al.   Biomedical Signal Processing and Control

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

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

Temporal representation learning for time series classification

(2020) Yupeng Hu et al.   NEURAL COMPUTING & APPLICATIONS

An Encoder-Decoder Network Based FCN Architecture for Semantic Segmentation

(2020) Yongfeng Xing et al.   WIRELESS COMMUNICATIONS & MOBILE COMPUTING

Time-Series Classification Based on Fusion Features of Sequence and Visualization

(2020) Baoquan Wang et al.   Applied Sciences-Basel

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

catch22: CAnonical Time-series CHaracteristics

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

Discovering shapelets with key points in time series classification

(2019) Guiling Li et al.   EXPERT SYSTEMS WITH APPLICATIONS

The revival of the Gini importance?

(2018) Stefano Nembrini et al.   BIOINFORMATICS

A fast shapelet selection algorithm for time series classification

(2018) Cun Ji et al.   Computer Networks

A review on distance based time series classification

(2018) Amaia Abanda et al.   DATA MINING AND KNOWLEDGE DISCOVERY

hctsa : A Computational Framework for Automated Time-Series Phenotyping Using Massive Feature Extraction

(2017) Ben D. Fulcher et al.   Cell 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

Using dynamic time warping distances as features for improved time series classification

(2015) Rohit J. Kate   DATA MINING AND KNOWLEDGE DISCOVERY

Highly Comparative Feature-Based Time-Series Classification

(2014) Ben D. Fulcher et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A Bag-of-Features Framework to Classify Time Series

(2013) M. G. Baydogan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A time series forest for classification and feature extraction

(2013) Houtao Deng et al.   INFORMATION SCIENCES

Time-series data mining

(2012) Philippe Esling et al.   ACM COMPUTING SURVEYS

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

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

Discrete wavelet transform-based time series analysis and mining

(2011) Pimwadee Chaovalit et al.   ACM COMPUTING SURVEYS

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

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