Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis

23 June 2018

Papers citing "Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis"

34 / 34 papers shown

Title
Towards Simple Machine Learning Baselines for GNSS RFI Detection Viktor Ivanov Richard C. Wilson Maurizio Scaramuzza AAML 36 0 0 08 Apr 2025
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural Networks Thomas Bailie Yun Sing Koh S. Karthik Mukkavilli V. Vetrova AI4TS 250 0 0 01 Apr 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein Nisha Lakshmana Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 207 8 0 31 Mar 2025
Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain Yuanmin Huang Mi Zhang Zhaoxiang Wang Wenxuan Li Min Yang AAML AI4TS 100 1 0 12 Mar 2025
The Evolution of Reinforcement Learning in Quantitative Finance: A Survey Nikolaos Pippas Cagatay Turkay Elliot A. Ludvig AIFin 189 4 0 20 Aug 2024
Multimodal Physical Fitness Monitoring (PFM) Framework Based on TimeMAE-PFM in Wearable Scenarios Junjie Zhang Zheming Zhang Huachen Xiang Yangquan Tan Linnan Huo Fengyi Wang 59 0 0 25 Mar 2024
A Comparison of Deep Learning Architectures for Spacecraft Anomaly Detection Daniel Lakey Tim Schlippe 66 4 0 19 Mar 2024
Fusing Structure from Motion and Simulation-Augmented Pose Regression from Optical Flow for Challenging Indoor Environments Felix Ott Lucas Heublein David Rügamer Bernd Bischl Christopher Mutschler 87 6 0 14 Apr 2023
Interpretability is a Kind of Safety: An Interpreter-based Ensemble for Adversary Defense Jingyuan Wang Yufan Wu Mingxuan Li Xin Lin Junjie Wu Chao Li AAML 60 13 0 14 Apr 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 181 25 0 04 Feb 2023
An end-to-end multi-scale network for action prediction in videos Xiaofan Liu Jianqin Yin Yuanxi Sun Zhicheng Zhang Jin Tang 59 0 0 31 Dec 2022
Gaussian Process Latent Variable Modeling for Few-shot Time Series Forecasting Yunyao Cheng Chenjuan Guo Kai Chen Kai Zhao B. Yang Jiandong Xie Christian S. Jensen Feiteng Huang Kai Zheng AI4TS 72 1 0 20 Dec 2022
MetaTrader: An Reinforcement Learning Approach Integrating Diverse Policies for Portfolio Optimization Hui Niu Siyuan Li Jian Li AIFin 82 31 0 01 Sep 2022
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification Paul Boniol M. Meftah E. Remy Themis Palpanas AI4TS 48 27 0 25 Jul 2022
Semi-Supervised Generative Adversarial Network for Stress Detection Using Partially Labeled Physiological Data Nibraas Khan Nilanjan Sarkar 39 7 0 30 Jun 2022
Robust Time Series Denoising with Learnable Wavelet Packet Transform Gaetan Frusque Olga Fink OOD AI4TS 67 30 0 13 Jun 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 197 188 0 18 May 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting Aoyun Liu Yaying Zhang GNN AI4TS 66 32 0 18 May 2022
Network Traffic Anomaly Detection Method Based on Multi scale Residual Feature Xu Duan Yu-Ting Fu Kun Wang 36 1 0 08 May 2022
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 77 6 0 04 Apr 2022
Benchmarking Online Sequence-to-Sequence and Character-based Handwriting Recognition from IMU-Enhanced Pens Felix Ott David Rügamer Lucas Heublein Tim Hamann Jens Barth Bernd Bischl Christopher Mutschler 99 19 0 14 Feb 2022
Experimental Investigation of Variational Mode Decomposition and Deep Learning for Short-Term Multi-horizon Residential Electric Load Forecasting M. Ahajjam Daniel Bonilla Licea Mounir Ghogho A. Kobbane 61 29 0 01 Feb 2022
XAI Methods for Neural Time Series Classification: A Brief Review Ilija vSimić Vedran Sabol Eduardo E. Veas BDL AI4TS 50 13 0 18 Aug 2021
Adaptive wavelet distillation from neural networks through interpretations Wooseok Ha Chandan Singh F. Lanusse Srigokul Upadhyayula Bin Yu 50 41 0 19 Jul 2021
Fully Learnable Deep Wavelet Transform for Unsupervised Monitoring of High-Frequency Time Series Gabriel Michau Gaetan Frusque Olga Fink AI4TS 119 77 0 03 May 2021
Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting Qingyi Pan Wenbo Hu Jun Zhu FAtt AI4TS 33 7 0 16 Dec 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 79 38 0 01 Oct 2020
TRIER: Template-Guided Neural Networks for Robust and Interpretable Sleep Stage Identification from EEG Recordings Taeheon Lee Jeonghwan Hwang Honggu Lee 74 7 0 10 Sep 2020
Sequential Interpretability: Methods, Applications, and Future Direction for Understanding Deep Learning Models in the Context of Sequential Data B. Shickel Parisa Rashidi AI4TS 61 17 0 27 Apr 2020
AlphaStock: A Buying-Winners-and-Selling-Losers Investment Strategy using Interpretable Deep Reinforcement Attention Networks Jingyuan Wang Yang Zhang Ke Tang Junjie Wu Zhang Xiong AIFin 55 121 0 24 Jul 2019
Exploring Interpretable LSTM Neural Networks over Multi-Variable Data Tian Guo Tao R. Lin Nino Antulov-Fantulin AI4TS 94 156 0 28 May 2019
Time-Series Event Prediction with Evolutionary State Graph Wenjie Hu Yang Yang Zilong You Zongtao Liu Xiang Ren AI4TS 34 1 0 10 May 2019
WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection Binhang Yuan Chen Wang Chen Luo Fei Jiang Mingsheng Long Philip S. Yu Yuan Liu 64 25 0 14 Feb 2019
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 373 2,720 0 12 Sep 2018