KDCTime: Knowledge distillation with calibration on InceptionTime for time-series classification

Multivariate times series classification through an interpretable representation

(2021) Francisco J. Baldán et al.   INFORMATION SCIENCES

Knowledge Distillation: A Survey

(2021) Jianping Gou et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Multi-scale Attention Convolutional Neural Network for time series classification

(2021) Wei Chen et al.   NEURAL NETWORKS

Preparing Lessons: Improve Knowledge Distillation with Better Supervision

(2021) Tiancheng Wen et al.   NEUROCOMPUTING

Shape-Sphere: A metric space for analysing time series by their shape

(2021) Yousef Kowsar et al.   INFORMATION SCIENCES

Denoising temporal convolutional recurrent autoencoders for time series classification

(2021) Zhong Zheng et al.   INFORMATION SCIENCES

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

Adaptively constrained dynamic time warping for time series classification and clustering

(2020) Huanhuan Li et al.   INFORMATION SCIENCES

Echo Memory-Augmented Network for time series classification

(2020) Qianli Ma et al.   NEURAL NETWORKS

Time works well: Dynamic time warping based on time weighting for time series data mining

(2020) Hailin Li   INFORMATION SCIENCES

Deep learning for time series classification: a review

(2019) Hassan Ismail Fawaz et al.   DATA MINING AND KNOWLEDGE DISCOVERY

3DACN: 3D Augmented convolutional network for time series data

(2019) Songwen Pei et al.   INFORMATION SCIENCES

Squeeze-and-Excitation Networks

(2019) Jie Hu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Fast multi-subsequence monitoring on streaming time-series based on Forward-propagation

(2018) Xueyuan Gong et al.   INFORMATION SCIENCES

Time Series Classification with HIVE-COTE

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

A formal approach to chart patterns classification in financial time series

(2017) Yuqing Wan et al.   INFORMATION SCIENCES

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

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

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

A Bag-of-Features Framework to Classify Time Series

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