MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification

16 December 2020

Papers citing "MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification"

50 / 107 papers shown

Title
QUANT: A Minimalist Interval Method for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 19 9 0 02 Aug 2023
Hypertension Detection From High-Dimensional Representation of Photoplethysmogram Signals Navid Hasanzadeh S. Valaee Hojjat Salehinejad 39 4 0 31 Jul 2023
An Examination of Wearable Sensors and Video Data Capture for Human Exercise Classification Ashish Singh Antonio Bevilacqua Timilehin B. Aderinola Thach le Nguyen D. Whelan Martin O'Reilly Brian Caulfield Georgiana Ifrim 27 4 0 10 Jul 2023
Robot Motion Prediction by Channel State Information Rojin Zandi Hojjat Salehinejad Kian Behzad Elaheh Motamedi Milad Siami 24 7 0 07 Jul 2023
Steel Surface Roughness Parameter Calculations Using Lasers and Machine Learning Models A. Milne Xianghua Xie AI4CE 29 0 0 06 Jul 2023
MBrain: A Multi-channel Self-Supervised Learning Framework for Brain Signals Donghong Cai Junru Chen Yang Yang Te-Chun Liu Yafeng Li 24 20 0 15 Jun 2023
BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning Junru Chen Yang Yang Tao Yu Yingying Fan Xiaolong Mo Carl Yang DiffM MedIm 13 27 0 15 Jun 2023
MTS2Graph: Interpretable Multivariate Time Series Classification with Temporal Evolving Graphs Raneen Younis Abdul Hakmeh Zahra Ahmadi AI4TS 15 6 0 06 Jun 2023
Improving Position Encoding of Transformers for Multivariate Time Series Classification Navid Mohammadi Foumani Chang Wei Tan Geoffrey I. Webb Mahsa Salehi AI4TS 24 74 0 26 May 2023
An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set Ali Ismail-Fawaz Angus Dempster Chang Wei Tan Matthieu Herrmann Lynn Miller ... Stefano Berretti J. Weber Maxime Devanne Germain Forestier Geoffrey I. Webb 23 18 0 19 May 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Ziqiang Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 31 50 0 18 May 2023
A hybrid feature learning approach based on convolutional kernels for ATM fault prediction using event-log data V. M. Vargas Riccardo Rosati César Hervás-Martinez A. Mancini L. Romeo Pedro Antonio Gutiérrez 24 9 0 17 May 2023
Time Series Clustering With Random Convolutional Kernels J. Marco-Blanco R. C. Rumín AI4TS 27 11 0 17 May 2023
Appliance Detection Using Very Low-Frequency Smart Meter Time Series Adrien Petralia Philippe Charpentier Paul Boniol Themis Palpanas AI4TS 27 9 0 10 May 2023
An ensemble of convolution-based methods for fault detection using vibration signals Xian Yeow Lee Aman Kumar Lasitha Vidyaratne Aniruddha Rajendra Rao Ahmed K. Farahat Chetan R. Gupta 14 5 0 05 May 2023
Bake off redux: a review and experimental evaluation of recent time series classification algorithms Matthew Middlehurst Patrick Schäfer A. Bagnall AI4TS 24 108 0 25 Apr 2023
Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series Matthieu Herrmann Chang Wei Tan Mahsa Salehi Geoffrey I. Webb AI4TS 23 8 0 12 Apr 2023
Driver Profiling and Bayesian Workload Estimation Using Naturalistic Peripheral Detection Study Data Nermin Caber B. I. Ahmad Jiaming Liang S. Godsill Alexandra Bremers Philip Thomas David Oxtoby L. Skrypchuk 18 2 0 26 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
Set Features for Fine-grained Anomaly Detection Niv Cohen Issar Tzachor Yedid Hoshen AI4TS 26 15 0 23 Feb 2023
FedST: Secure Federated Shapelet Transformation for Time Series Classification Zhiyu Liang Hongzhi Wang AI4TS 29 4 0 21 Feb 2023
FormerTime: Hierarchical Multi-Scale Representations for Multivariate Time Series Classification Mingyue Cheng Qi Liu Zhiding Liu Zhi Li Yucong Luo Enhong Chen AI4TS 24 31 0 20 Feb 2023
Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Mehryar Abbasi Parvaneh Saeedi AI4TS 27 6 0 13 Feb 2023
ShapeWordNet: An Interpretable Shapelet Neural Network for Physiological Signal Classification W. He Mingyue Cheng Qi Liu Zhi Li AI4TS 32 9 0 10 Feb 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 33 93 0 06 Feb 2023
WEASEL 2.0 -- A Random Dilated Dictionary Transform for Fast, Accurate and Memory Constrained Time Series Classification Patrick Schäfer Ulf Leser 19 19 0 24 Jan 2023
Predicting Surface Texture in Steel Manufacturing at Speed A. Milne Xianghua Xie 24 0 0 20 Jan 2023
Unleashing the Power of Shared Label Structures for Human Activity Recognition Xiyuan Zhang Ranak Roy Chowdhury Jiayun Zhang Dezhi Hong Rajesh K. Gupta Jingbo Shang VLM 18 6 0 01 Jan 2023
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu Decebal Constantin Mocanu AI4TS 38 28 0 19 Dec 2022
EDGAR: Embedded Detection of Gunshots by AI in Real-time Nathan Morsa 11 0 0 25 Nov 2022
Uncertainty-DTW for Time Series and Sequences Lei Wang Piotr Koniusz 13 33 0 30 Oct 2022
A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID Hong Yang Travis J. Desell AI4TS 21 1 0 13 Oct 2022
Joint Human Orientation-Activity Recognition Using WiFi Signals for Human-Machine Interaction Hojjat Salehinejad Navid Hasanzadeh Radomir Djogo S. Valaee 40 14 0 11 Oct 2022
Fast and Robust Video-Based Exercise Classification via Body Pose Tracking and Scalable Multivariate Time Series Classifiers Ashish Singh Antonio Bevilacqua Thach le Nguyen Feiyan Hu Kevin McGuinness Martin O'Reilly D. Whelan Brian Caulfield Georgiana Ifrim 35 12 0 02 Oct 2022
Explainable classification of astronomical uncertain time series Michael Franklin Mbouopda E. Ishida E. M. Nguifo E. Gangler AI4TS 14 0 0 28 Sep 2022
Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description Ruixuan Yan Tengfei Ma Achille Fokoue Maria Chang A. Julius AI4TS 45 7 0 15 Sep 2022
Out-of-Distribution Representation Learning for Time Series Classification Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xingxu Xie OODD OOD 35 35 0 15 Sep 2022
Rethinking Attention Mechanism in Time Series Classification Bowen Zhao Huanlai Xing Xinhan Wang Fuhong Song Zhiwen Xiao AI4TS 36 30 0 14 Jul 2022
Automated Mobility Context Detection with Inertial Signals Antonio Bevilacqua L. Alcock Brian Caulfield Eran Gazit C. Hansen N. Ireson Georgiana Ifrim 30 1 0 16 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
HYDRA: Competing convolutional kernels for fast and accurate time series classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb 36 55 0 25 Mar 2022
Parameter Inference of Time Series by Delay Embeddings and Learning Differentiable Operators A. Lin Adrian S. Wong R. Martin Stanley J. Osher D. Eckhardt AI4TS 13 2 0 11 Mar 2022
S-Rocket: Selective Random Convolution Kernels for Time Series Classification Hojjat Salehinejad Yang Wang Yuanhao Yu Jingshan Tang S. Valaee AI4TS 39 15 0 07 Mar 2022
R-GCN: The R Could Stand for Random Vic Degraeve Gilles Vandewiele F. Ongenae Sofie Van Hoecke GNN 29 13 0 04 Mar 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 35 0 0 25 Feb 2022
HDC-MiniROCKET: Explicit Time Encoding in Time Series Classification with Hyperdimensional Computing Kenny Schlegel Peer Neubert P. Protzel AI4TS 13 23 0 16 Feb 2022
Time Series Anomaly Detection by Cumulative Radon Features Yedid Hoshen AI4TS 19 2 0 08 Feb 2022
An Efficient Federated Distillation Learning System for Multi-task Time Series Classification Huanlai Xing Zhiwen Xiao R. Qu Zonghai Zhu Bowen Zhao FedML 35 108 0 30 Dec 2021
Correlation Based Feature Subset Selection for Multivariate Time-Series Data Bahavathy Kathirgamanathan Padraig Cunningham AI4TS 18 1 0 26 Nov 2021