v1v2 (latest)

A Time Series Forest for Classification and Feature Extraction

9 February 2013

Papers citing "A Time Series Forest for Classification and Feature Extraction"

50 / 96 papers shown

Title
Interval-Valued Time Series Classification Using $D_K$ -Distance Wan Tian Zhongfeng Qin AI4TS 77 1 0 07 Apr 2025
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction M. Takamoto Daniel Oñoro-Rubio Wiem Ben-Rim Takashi Maruyama Bhushan Kotnis 69 1 0 04 Apr 2025
Revisit Time Series Classification Benchmark: The Impact of Temporal Information for Classification Yunrui Zhang Gustavo Batista S. Kanhere 98 0 0 26 Mar 2025
Algorithm Selection with Probing Trajectories: Benchmarking the Choice of Classifier Model Quentin Renau E. Hart 106 0 0 20 Jan 2025
An Unsupervised Anomaly Detection in Electricity Consumption Using Reinforcement Learning and Time Series Forest Based Framework Jihan Ghanim M. Awad AI4TS 126 2 0 03 Jan 2025
VSFormer: Value and Shape-Aware Transformer with Prior-Enhanced Self-Attention for Multivariate Time Series Classification Wenjie Xi Rundong Zuo Alejandro Alvarez Jie Zhang Byron Choi Jessica Lin AI4TS 103 0 0 21 Dec 2024
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification Xiaoyu Tao Tingyue Pan Mingyue Cheng Yucong Luo AI4TS 57 4 0 24 Oct 2024
User-friendly Foundation Model Adapters for Multivariate Time Series Classification Vasilii Feofanov Romain Ilbert Malik Tiomoko Themis Palpanas I. Redko AI4TS 57 0 0 18 Sep 2024
Towards Hybrid Embedded Feature Selection and Classification Approach with Slim-TSF Anli Ji Chetraj Pandey Berkay Aydin 43 0 0 06 Sep 2024
Characterizing Encrypted Application Traffic through Cellular Radio Interface Protocol Md Ruman Islam Raja Hasnain Anwar Spyridon Mastorakis Muhammad Taqi Raza 34 1 0 10 Jul 2024
aeon: a Python toolkit for learning from time series Matthew Middlehurst Ali Ismail-Fawaz Antoine Guillaume Christopher Holder David Guijo Rubio ... Leonidas Tsaprounis Lukasz Mentel Martin Walter Patrick Schäfer Anthony Bagnall AI4TS 89 20 0 20 Jun 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 63 3 0 24 May 2024
Learning Transferable Time Series Classifier with Cross-Domain Pre-training from Language Model Mingyue Cheng Xiaoyu Tao Qi Liu Hao Zhang Yiheng Chen Chenyi Lei AI4TS 79 7 0 19 Mar 2024
Advancing Time Series Classification with Multimodal Language Modeling Mingyue Cheng Yiheng Chen Qi Liu Zhiding Liu Yucong Luo AI4TS 83 12 0 19 Mar 2024
Motion Code: Robust Time series Classification and Forecasting via Sparse Variational Multi-Stochastic Processes Learning Minh Nguyen Chandrajit Bajaj AI4TS 52 1 0 21 Feb 2024
Time-Series Classification for Dynamic Strategies in Multi-Step Forecasting Riku W. Green Grant Stevens Telmo de Menezes e Silva Filho Zahraa Abdallah AI4TS 29 1 0 13 Feb 2024
Active Region-based Flare Forecasting with Sliding Window Multivariate Time Series Forest Classifiers Anli Ji Berkay Aydin 47 1 0 05 Feb 2024
Keeping Deep Learning Models in Check: A History-Based Approach to Mitigate Overfitting Hao Li Gopi Krishnan Rajbahadur Dayi Lin Cor-Paul Bezemer Zhen Ming Jiang Jiang 79 30 0 18 Jan 2024
ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors Alexander M. Moore Randy C. Paffenroth Ken T. Ngo J. Uzarski AI4TS 24 1 0 15 Dec 2023
A Bag of Receptive Fields for Time Series Extrinsic Predictions Francesco Spinnato Riccardo Guidotti A. Monreale M. Nanni AI4TS 20 0 0 29 Nov 2023
Performance Improvement in Multi-class Classification via Automated Hierarchy Generation and Exploitation through Extended LCPN Schemes Celal Alagoz 17 0 0 31 Oct 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 78 24 0 04 Oct 2023
POCKET: Pruning Random Convolution Kernels for Time Series Classification from a Feature Selection Perspective Shaowu Chen Weize Sun Lei Huang Xiaopeng Li Qingyuan Wang Deepu John AI4TS 82 2 0 15 Sep 2023
Improving the Accuracy of Transaction-Based Ponzi Detection on Ethereum Phuong Duy Huynh Son Hoang Dau Xiaodong Li Phuc-Hiep Luong Emanuele Viterbo AI4TS 47 0 0 31 Aug 2023
Classification of Anomalies in Telecommunication Network KPI Time Series Korantin Bordeau-Aubert Justin Whatley S. Nadeau Tristan Glatard Brigitte Jaumard AI4TS 21 0 0 30 Aug 2023
Multivariate time series classification with dual attention network Mojtaba A. Farahani Tara Eslaminokandeh AI4TS 55 0 0 26 Aug 2023
Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion Aurélien Renault A. Bondu V. Lemaire D. Gay AI4TS 60 1 0 02 Aug 2023
QUANT: A Minimalist Interval Method for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 57 9 0 02 Aug 2023
Convolutional and Deep Learning based techniques for Time Series Ordinal Classification Rafael Ayllón-Gavilán David Guijo Rubio Pedro Antonio Gutiérrez A. Bagnall César Hervás-Martinez 85 0 0 16 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 50 27 0 15 Jun 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 92 18 0 19 May 2023
Appliance Detection Using Very Low-Frequency Smart Meter Time Series Adrien Petralia Philippe Charpentier Paul Boniol Themis Palpanas AI4TS 63 13 0 10 May 2023
Unsupervised Feature Based Algorithms for Time Series Extrinsic Regression David Guijo Rubio Matthew Middlehurst Guilherme G. Arcencio Diego Furtado Silva A. Bagnall AI4TS 93 9 0 02 May 2023
Bake off redux: a review and experimental evaluation of recent time series classification algorithms Matthew Middlehurst Patrick Schäfer A. Bagnall AI4TS 130 120 0 25 Apr 2023
Privacy-Preserving Electricity Theft Detection based on Blockchain Zhiqiang Zhao Yining Liu Zhixin Zeng Zhixiong Chen Huiyu Zhou 22 13 0 25 Feb 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 102 55 0 24 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 149 107 0 06 Feb 2023
Adaptive Neural Network Ensemble Using Frequency Distribution Ungki Lee Namwoo Kang OOD 15 0 0 19 Oct 2022
Explainable classification of astronomical uncertain time series Michael Franklin Mbouopda E. Ishida E. M. Nguifo E. Gangler AI4TS 44 0 0 28 Sep 2022
In-situ animal behavior classification using knowledge distillation and fixed-point quantization Reza Arablouei Liang Wang Caitlin E Phillips L. Currie Jordan Yates G. Bishop-Hurley MQ 54 6 0 09 Sep 2022
ClaSP -- Parameter-free Time Series Segmentation Arik Ermshaus Patrick Schäfer Ulf Leser AI4TS 105 37 0 28 Jul 2022
Advances in Prediction of Readmission Rates Using Long Term Short Term Memory Networks on Healthcare Insurance Data Shuja Khalid Francisco Matos A. Abunimer Joel Bartlett R. Duszak M. Horný J. Gichoya Imon Banerjee Hari M. Trivedi OOD 21 0 0 30 Jun 2022
End-to-End Signal Classification in Signed Cumulative Distribution Transform Space A. Rubaiyat Shiying Li Xuwang Yin M. Shifat-E.-Rabbi Zhuang Yan Gustavo K. Rohde 69 14 0 30 Apr 2022
Fuzzy Cognitive Maps and Hidden Markov Models: Comparative Analysis of Efficiency within the Confines of the Time Series Classification Task J. Bilski A. Jastrzębska AI4TS 56 1 0 28 Apr 2022
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Yijiang Chen Xiangdong Zhou Zhen Xing Zhidan Liu Minyang Xu AI4TS SSL 55 5 0 08 Mar 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 60 0 0 25 Feb 2022
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier Matthew Middlehurst A. Bagnall AI4TS 77 18 0 28 Jan 2022
An Efficient Federated Distillation Learning System for Multi-task Time Series Classification Huanlai Xing Zhiwen Xiao R. Qu Zonghai Zhu Bowen Zhao FedML 93 109 0 30 Dec 2021
Animal Behavior Classification via Accelerometry Data and Recurrent Neural Networks Liang Wang Reza Arablouei F. Alvarenga G. Bishop-Hurley 42 2 0 24 Nov 2021
Mimic: An adaptive algorithm for multivariate time series classification Yuhui Wang D. Cook AI4TS 23 0 0 08 Nov 2021