Deep Learning for Time-Series Analysis

7 January 2017

Papers citing "Deep Learning for Time-Series Analysis"

50 / 78 papers shown

Title
Proactive Statistical Process Control Using AI: A Time Series Forecasting Approach for Semiconductor Manufacturing Mohammad Iqbal Rasul Seeam Victor S. Sheng AI4TS 48 0 0 19 Sep 2025
Large Language models for Time Series Analysis: Techniques, Applications, and Challenges Feifei Shi Xueyan Yin Kang Wang Wanyu Tu Qifu Sun Huansheng Ning AI4TS 166 0 0 21 May 2025
Long-Distance Field Demonstration of Imaging-Free Drone Identification in Intracity Environments Junran Guo Tonglin Mu Keyuan Li Jianing Li Ziyang Luo ... Minjie Liu Jinbei Zhang Ruoyang Qi Naiting Gu Shihai Sun 172 0 0 26 Apr 2025
HAR-DoReMi: Optimizing Data Mixture for Self-Supervised Human Activity Recognition Across Heterogeneous IMU Datasets Lulu Ban Tao Zhu Xiangqing Lu Qi Qiu Wenyong Han Shuangjian Li L. Chen Kevin I-Kai Wang Mingxing Nie Yaping Wan 341 2 0 16 Mar 2025
Deep-Bench: Deep Learning Benchmark Dataset for Code Generation Alireza Daghighfarsoodeh Chung-Yu Wang Hamed Taherkhani Melika Sepidband Mohammad Abdollahi Hadi Hemmati Hung Viet Pham ALM ELM 475 3 0 26 Feb 2025
GARCH-Informed Neural Networks for Volatility Prediction in Financial MarketsInternational Conference on AI in Finance (ICAF), 2024 Zeda Xu John Liechty Sebastian Benthall Nicholas Skar-Gislinge Christopher McComb AIFin 60 3 0 30 Sep 2024
Application of Long-Short Term Memory and Convolutional Neural Networks for Real-Time Bridge Scour Prediction Tahrima Hashem N. Yousefpour 142 7 0 25 Apr 2024
Fault Tolerant Neural Control Barrier Functions for Robotic Systems under Sensor Faults and Attacks Hongchao Zhang Luyao Niu Andrew Clark Radha Poovendran AAML 155 4 0 28 Feb 2024
Position: What Can Large Language Models Tell Us about Time Series Analysis Ming Jin Yifan Zhang Wei Chen Kexin Zhang Yuxuan Liang Bin Yang James Evans Shirui Pan Qingsong Wen AI4TS 202 45 0 05 Feb 2024
Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey Zijun Gao Lingbo Li AI4TS 399 16 0 16 Oct 2023
Nowcasting day-ahead marginal emissions using multi-headed CNNs and deep generative models Dhruv Suri Anela Arifi Ines Azevedo 43 0 0 02 Oct 2023
Judging a video by its bitstream coverData Compression Conference (DCC), 2023 Yuxing Han Yunan Ding Jiangtao Wen Chen Ye Gan 105 0 0 14 Sep 2023
Optimized Three Deep Learning Models Based-PSO Hyperparameters for Beijing PM2.5 PredictionKnowledge Engineering and Data Science (KEDS), 2022 Andri Pranolo Yingchi Mao A. Wibawa Agung Bella Putra Utama F. Dwiyanto 93 17 0 10 Jun 2023
Adaptive Sparsity Level during Training for Efficient Time Series Forecasting with Transformers Zahra Atashgahi Mykola Pechenizkiy Raymond N. J. Veldhuis Decebal Constantin Mocanu AI4TS AI4CE 203 1 0 28 May 2023
TSMixer: An All-MLP Architecture for Time Series Forecasting Si-An Chen Chun-Liang Li Nate Yoder Sercan O. Arik Tomas Pfister AI4TS 233 282 0 10 Mar 2023
Control of synaptic plasticity in neural networks M. Modiri 67 1 0 10 Mar 2023
Learning Mixture Structure on Multi-Source Time Series for Probabilistic Forecasting Tianli Guo AI4TS 139 1 0 22 Feb 2023
Towards Meaningful Anomaly Detection: The Effect of Counterfactual Explanations on the Investigation of Anomalies in Multivariate Time Series Max Schemmer Joshua Holstein Niklas Bauer Niklas Kühl G. Satzger 129 2 0 07 Feb 2023
Unsupervised Deep Learning for IoT Time SeriesIEEE Internet of Things Journal (IEEE IoT J.), 2023 Ya Liu Ying Zhou Kai Yang Xiao Wang AI4TS 323 53 0 07 Feb 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current SurveyACM Computing Surveys (ACM Comput. Surv.), 2023 Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 348 182 0 06 Feb 2023
Machine Learning for UAV Propeller Fault Detection based on a Hybrid Data Generation Model J. Tong Weinan Zhang F. Liao C. F. Li Y. Zhang 93 9 0 03 Feb 2023
Generative Time Series Forecasting with Diffusion, Denoise, and DisentanglementNeural Information Processing Systems (NeurIPS), 2023 Jian Wang Xin-xin Lu Yaqing Wang De-Yu Dou DiffM AI4TS 180 144 0 08 Jan 2023
Traffic Flow Prediction via Variational Bayesian Inference-based Encoder-Decoder Framework Jianlei Kong Xiaomeng Fan Xue-bo Jin Min Zuo 55 1 0 14 Dec 2022
Beyond Ensemble Averages: Leveraging Climate Model Ensembles for Subseasonal Forecasting Elena Orlova Haokun Liu Raphael Rossellini B. Cash Rebecca Willett 303 4 0 29 Nov 2022
Backdoor Attacks on Time Series: A Generative Approach Yujing Jiang Jiabo He S. Erfani James Bailey AAML AI4TS 205 18 0 15 Nov 2022
FinBERT-LSTM: Deep Learning based stock price prediction using News Sentiment Analysis Shayan Halder AIFin 56 5 0 11 Nov 2022
Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning Huiyuan Yang Han Yu Akane Sano AI4TS 126 6 0 13 Oct 2022
Retrieval Based Time Series Forecasting Baoyu Jing Si Zhang Yada Zhu B. Peng K. Guan A. Margenot Hanghang Tong AI4TS 193 16 0 27 Sep 2022
StyleTime: Style Transfer for Synthetic Time Series GenerationInternational Conference on AI in Finance (ICAF), 2022 Yousef El-Laham Svitlana Vyetrenko AI4TS 139 11 0 22 Sep 2022
Self-Supervised Multimodal Fusion Transformer for Passive Activity RecognitionIET Wireless Sensor Systems (IET WSS), 2022 Armand K. Koupai M. J. Bocus Raúl Santos-Rodríguez Robert Piechocki Ryan McConville ViT 124 11 0 15 Aug 2022
Integrating Statistical and Machine Learning Approaches to Identify Receptive Field Structure in Neural PopulationsIEEE Access (IEEE Access), 2022 Mehrad Sarmashghi Shantanu P. Jadhav U. Eden 151 2 0 25 Jul 2022
Rapid training of quantum recurrent neural networksQuantum Machine Intelligence (QMI), 2022 M. Siemaszko A. Buraczewski Bertrand Le Saux Magdalena Stobiñska 254 13 0 01 Jul 2022
Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier FunctionsNeural Information Processing Systems (NeurIPS), 2022 Rayan Mazouz Karan Muvvala Akash Ratheesh Luca Laurenti Morteza Lahijanian AAML 377 33 0 15 Jun 2022
Deep Learning for Prawn Farming: Forecasting and Anomaly DetectionPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2022 J. Dabrowski Ashfaqur Rahman Andrew D. Hellicar Mashud Rana Stuart Arnold 80 2 0 12 May 2022
Performance of Deep Learning models with transfer learning for multiple-step-ahead forecasts in monthly time series M. Solís L. Calvo-Valverde AI4TS 159 8 0 18 Mar 2022
On the effectiveness of Randomized Signatures as Reservoir for Learning Rough DynamicsIEEE International Joint Conference on Neural Network (IJCNN), 2022 Enea Monzio Compagnoni Anna Scampicchio Luca Biggio Antonio Orvieto Thomas Hofmann Josef Teichmann 232 4 0 02 Jan 2022
Multi Scale Graph Wavenet for Wind Speed Forecasting Neetesh Rathore Pradeep Rathore Arghya Basak S. Nistala Venkataramana Runkana AI4TS 177 24 0 30 Sep 2021
A spatio-temporal LSTM model to forecast across multiple temporal and spatial scalesEcological Informatics (Ecol. Inform.), 2021 Yihao Hu Fearghal O'Donncha Paul Palmes M. Burke R. Filgueira Jon Grant AI4TS 221 55 0 26 Aug 2021
DTWSSE: Data Augmentation with a Siamese Encoder for Time Series Xinyu Yang Xinlan Zhang Zhenguo Zhang Yahui Zhao Rong-yi Cui AI4TS 94 2 0 23 Aug 2021
MegazordNet: combining statistical and machine learning standpoints for time series forecasting Angelo G. Menezes S. Mastelini AI4TS AIFin 36 2 0 23 Jun 2021
Convolutional Neural Network(CNN/ConvNet) in Stock Price Movement Prediction Kunal Bhardwaj 111 5 0 03 Jun 2021
Sifting out the features by pruning: Are convolutional networks the winning lottery ticket of fully connected ones? Franco Pellegrini Giulio Biroli 212 6 0 27 Apr 2021
Accuracy Improvement for Fully Convolutional Networks via Selective Augmentation with Applications to Electrocardiogram DataInformatics in Medicine Unlocked (IMU), 2021 Lucas Cassiel Jacaruso 109 5 0 25 Apr 2021
An Experimental Review on Deep Learning Architectures for Time Series ForecastingInternational Journal of Neural Systems (IJNS), 2020 Pedro Lara-Benítez Manuel Carranza-García José Cristóbal Riquelme Santos AI4TS 203 388 0 22 Mar 2021
Broad-UNet: Multi-scale feature learning for nowcasting tasksNeural Networks (NN), 2021 Jesús García Fernández S. Mehrkanoon 145 81 0 12 Feb 2021
PatchX: Explaining Deep Models by Intelligible Pattern Patches for Time-series ClassificationIEEE International Joint Conference on Neural Network (IJCNN), 2021 Dominique Mercier Andreas Dengel Sheraz Ahmed AI4TS 87 8 0 11 Feb 2021
Causal Inference for Time series Analysis: Problems, Methods and EvaluationKnowledge and Information Systems (KAIS), 2021 Raha Moraffah Paras Sheth Mansooreh Karami Anchit Bhattacharya Qianru Wang Anique Tahir A. Raglin Huan Liu CML AI4TS 208 125 0 11 Feb 2021
Adjusting for Autocorrelated Errors in Neural Networks for Time SeriesNeural Information Processing Systems (NeurIPS), 2021 Fan-Keng Sun C. Lang Duane S. Boning OOD AI4TS 324 35 0 28 Jan 2021
Challenges and approaches to time-series forecasting in data center telemetry: A Survey Shruti Jadon Jan Kanty Milczek Ajit Patnakar AI4TS 73 11 0 11 Jan 2021
Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting Qingyi Pan Wenbo Hu Jun Zhu FAtt AI4TS 85 8 0 16 Dec 2020