Benchmarking Multivariate Time Series Classification Algorithms

26 July 2020

Papers citing "Benchmarking Multivariate Time Series Classification Algorithms"

28 / 28 papers shown

Title
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 30 0 0 03 May 2025
Evaluating the Explainable AI Method Grad-CAM for Breath Classification on Newborn Time Series Data Camelia Oprea Mike Grüne Mateusz Buglowski Lena Olivier Thorsten Orlikowsky Stefan Kowalewski M. Schoberer André Stollenwerk AI4TS 26 0 0 13 May 2024
Efficient High-Resolution Time Series Classification via Attention Kronecker Decomposition Aosong Feng Jialin Chen Juan Garza Brooklyn Berry Francisco Salazar Yifeng Gao Rex Ying Leandros Tassiulas 46 1 0 07 Mar 2024
Approaching adverse event detection utilizing transformers on clinical time-series Helge Fredriksen Per Joel Burman A. Woldaregay Karl Øyvind Mikalsen Nordland Hospital Trust 18 0 0 15 Nov 2023
Exploring Best Practices for ECG Pre-Processing in Machine Learning Amir Salimi Sunil Vasu Kalmady Abram Hindle Osmar Zaiane Padma Kaul 29 3 0 02 Nov 2023
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms Mojtaba A. Farahani M. R. McCormick R. Harik Thorsten Wuest 25 18 0 04 Oct 2023
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Gonzalo Uribarri Federico Barone A. Ansuini Erik Fransén AI4TS 45 6 0 25 Sep 2023
Unsupervised Feature Based Algorithms for Time Series Extrinsic Regression David Guijo Rubio Matthew Middlehurst Guilherme G. Arcencio Diego Furtado Silva A. Bagnall AI4TS 38 9 0 02 May 2023
Patterns Detection in Glucose Time Series by Domain Transformations and Deep Learning J. Alvarado J. M. Velasco F. Chávez J. I. Hidalgo F. F. D. Vega AI4TS 11 0 0 30 Mar 2023
LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version David Campos Miao Zhang B. Yang Tung Kieu Chenjuan Guo Christian S. Jensen AI4TS 45 47 0 24 Feb 2023
Benchmarking optimality of time series classification methods in distinguishing diffusions Zehong Zhang Fei Lu Esther Xu Fei Terry Lyons Y. Kevrekidis Tom Woolf AI4TS 39 0 0 30 Jan 2023
Non-intrusive Water Usage Classification Considering Limited Training Data P. Pavlou Stelios G. Vrachimis Demetrios G. Eliades Marios M. Polycarpou 10 0 0 02 Jan 2023
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series Qianwen Meng Hangwei Qian Yong Liu Li-zhen Cui Yonghui Xu Zhiqi Shen AI4TS 31 33 0 02 Dec 2022
An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal AI4TS 24 1 0 14 Oct 2022
Tripletformer for Probabilistic Interpolation of Irregularly sampled Time Series Vijaya Krishna Yalavarthi Johannes Burchert Lars Schmidt-Thieme AI4TS 22 5 0 05 Oct 2022
DCSF: Deep Convolutional Set Functions for Classification of Asynchronous Time Series Vijaya Krishna Yalavarthi Johannes Burchert Lars Schmidt-Thieme BDL AI4TS 28 4 0 24 Aug 2022
Semi-unsupervised Learning for Time Series Classification Padraig Davidson M. Steininger A. Huhn Anna Krause Andreas Hotho 28 1 0 07 Jul 2022
Self-supervised Pretraining and Transfer Learning Enable Flu and COVID-19 Predictions in Small Mobile Sensing Datasets Michael Merrill Tim Althoff AI4TS 23 14 0 26 May 2022
COSTI: a New Classifier for Sequences of Temporal Intervals J. Bilski A. Jastrzębska AI4TS 23 0 0 28 Apr 2022
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 37 6 0 04 Apr 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 35 0 0 25 Feb 2022
Unifying Pairwise Interactions in Complex Dynamics Oliver M. Cliff Annie G. Bryant J. Lizier N. Tsuchiya Ben D. Fulcher 38 36 0 28 Jan 2022
Deep Efficient Continuous Manifold Learning for Time Series Modeling Seungwoo Jeong Wonjun Ko A. Mulyadi Heung-Il Suk AI4TS 29 8 0 03 Dec 2021
SMATE: Semi-Supervised Spatio-Temporal Representation Learning on Multivariate Time Series Jingwei Zuo K. Zeitouni Y. Taher AI4TS 34 17 0 01 Oct 2021
Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Antoine Guillaume Christel Vrain Wael Elloumi AI4TS 48 31 0 28 Sep 2021
An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification Dominik Alfke Miriam Gondos Lucile Peroche Martin Stoll AI4TS 45 2 0 16 Apr 2021
Elastic Similarity and Distance Measures for Multivariate Time Series Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 33 18 0 20 Feb 2021
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 102 1,072 0 11 Sep 2019