vix.ing · top · new · best · stats · spec

Jensen, Christian S.

  1. TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
    2024/03/29 by Xiangfei Qiu, Jilin Hu, Qiu, Xiangfei +19 · 75 citations
    Decision Sciences · Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Complex Systems and Time Series Analysis #Computers and Society (cs.CY) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods
  2. Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis
    2023/10/09 by Zezhi Shao, Shao, Zezhi, Fei Wang +22 · 31 citations
    Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Time Series Analysis and Forecasting #Traffic Prediction and Management Techniques
  3. Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting
    2022/06/18 by Zezhi Shao, Zhao Zhang, Shao, Zezhi +11 · 19 citations
    Engineering · Neuroscience · Environmental Science · #Traffic Prediction and Management Techniques #Brain Tumor Detection and Classification #Air Quality Monitoring and Forecasting
  4. TSFM-Bench: A Comprehensive and Unified Benchmark of Foundation Models for Time Series Forecasting
    2024/10/15 by Zhe Li, Xiangfei Qiu, Li, Zhe +18 · 26 citations
    Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  5. A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data
    2024/04/23 by Hao Miao, Yan Zhao, Miao, Hao +13 · 14 citations
    Computer Science · #Data Management and Algorithms #Data Mining Algorithms and Applications #Data Stream Mining Techniques #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  6. A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective
    2025/02/15 by Xiangfei Qiu, Qiu, Xiangfei, Hanyin Cheng +10 · 23 citations
    Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  7. AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version
    2021/12/21 by Xinle Wu, Wu, Xinle, Dalin Zhang +9 · 6 citations
    Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Forecasting Techniques and Applications #Data Visualization and Analytics
  8. LightPath: Lightweight and Scalable Path Representation Learning
    2023/07/19 by Jilin Hu, Yang, Sean Bin, Hu, Jilin +6 · 7 citations
    Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Transportation Planning and Optimization
  9. Pre-training General Trajectory Embeddings with Maximum Multi-view Entropy Coding
    2022/07/29 by Yan Lin, Lin, Yan, Huaiyu Wan +6 · 5 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Video Surveillance and Tracking Methods
  10. LightCTS: A Lightweight Framework for Correlated Time Series Forecasting
    2023/02/23 by Lai, Zhichen, Zhang, Dalin, Li, Huan +3 · 4 citations
    #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. Deep Spatially and Temporally Aware Similarity Computation for Road Network Constrained Trajectories
    2021/12/17 by Ziquan Fang, Yuntao Du, Fang, Ziquan +9 · 3 citations
    Computer Science · Engineering · Social Sciences · #Data Management and Algorithms #Databases (cs.DB) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques
  12. Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation (Extended Version)
    2023/11/13 by Li, Xiao, Li, Huan, Lu, Hua +3 · 4 citations
    #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search
    2024/09/04 by Yuexuan Xu, Xu, Yuexuan, Jianyang Gao +7 · 5 citations
    Computer Science · Social Sciences · #Data Management and Algorithms #Data Mining Algorithms and Applications #Geographic Information Systems Studies
  14. A Comparative Study on Unsupervised Anomaly Detection for Time Series: Experiments and Analysis
    2022/09/10 by Zhao, Yan, Deng, Liwei, Chen, Xuanhao +7 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting
    2022/11/29 by Xinle Wu, Dalin Zhang, Wu, Xinle +9 · 4 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Visualization and Analytics #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
  16. Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection---Extended Version
    2022/04/07 by Tung Kieu, Kieu, Tung, Bin Yang +11 · 3 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Databases (cs.DB) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
  17. EasyTime: Time Series Forecasting Made Easy
    2024/12/23 by Xiangfei Qiu, Qiu, Xiangfei, Xiuwen Li +24 · 11 citations
    Computer Science · Business, Management and Accounting · #Time Series Analysis and Forecasting #Big Data and Business Intelligence
  18. Origin-Destination Travel Time Oracle for Map-based Services
    2023/07/06 by Lin Yan, Lin, Yan, Huaiyu Wan +11 · 3 citations
    Computer Science · Engineering · Social Sciences · #Data Management and Algorithms #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques
  19. A Survey of Generative Techniques for Spatial-Temporal Data Mining
    2024/05/15 by Qianru Zhang, Haixin Wang, Zhang, Qianru +19 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computational Engineering #Data Management and Algorithms #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #and Science (cs.CE)
  20. RED: Effective Trajectory Representation Learning with Comprehensive Information
    2024/11/22 by Zhou, Silin, Shang, Shuo, Chen, Lisi +2 · 5 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  21. Discovery of Convoys in Trajectory Databases
    2010/02/04 by Hoyoung Jeung, Jeung, Hoyoung, Man Lung Yiu +7 · 1 citation
    Computer Science · Social Sciences · #Computational Geometry (cs.CG) #Data Management and Algorithms #Databases (cs.DB) #FOS: Computer and information sciences #Geographic Information Systems Studies #Human Mobility and Location-Based Analysis
  22. TAB: Unified Benchmarking of Time Series Anomaly Detection Methods
    2025/06/22 by Qiu, Xiangfei, Li, Zhe, Qiu, Wanghui +10 · 18 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  23. Data Imputation for Sparse Radio Maps in Indoor Positioning (Extended Version)
    2023/02/25 by Xiao Li, Huan Li, Li, Xiao +7 · 2 citations
    Computer Science · Engineering · #Databases (cs.DB) #FOS: Computer and information sciences #Indoor and Outdoor Localization Technologies #Millimeter-Wave Propagation and Modeling #Speech and Audio Processing
  24. Fully Automated Correlated Time Series Forecasting in Minutes
    2024/11/06 by Xinle Wu, Xingjian Wu, Wu, Xinle +11 · 6 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting
  25. E2USD: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series
    2024/02/21 by Zhichen Lai, Lai, Zhichen, Huan Li +9 · 3 citations
    Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  26. Grid and Road Expressions Are Complementary for Trajectory Representation Learning
    2024/11/22 by Silin Zhou, Shuo Shang, Zhou, Silin +7 · 4 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Data Management and Algorithms #FOS: Computer and information sciences #Geographic Information Systems Studies #Machine Learning (cs.LG) #Natural Language Processing Techniques
  27. Indexing Metric Spaces for Exact Similarity Search
    2020/05/07 by Lu Chen, Yunjun Gao, Chen, Lu +11 · 1 citation
    Computer Science · Engineering · #Data Management and Algorithms #Automated Road and Building Extraction #Data Mining Algorithms and Applications
  28. UniTE: A Survey and Unified Pipeline for Pre-training Spatiotemporal Trajectory Embeddings
    2024/07/17 by Lin, Yan, Zhou, Zeyu, Liu, Yicheng +8 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  29. REPOSE: Distributed Top-k Trajectory Similarity Search with Local Reference Point Tries
    2021/01/22 by Bolong Zheng, Lianggui Weng, Zheng, Bolong +9 · 1 citation
    Computer Science · #Data Management and Algorithms #Time Series Analysis and Forecasting #Advanced Database Systems and Queries
  30. PM-LSH: a fast and accurate in-memory framework for high-dimensional approximate NN and closest pair search
    2021/07/06 by Bolong Zheng, Xi Zhao, Zheng, Bolong +9 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Data Management and Algorithms #Databases (cs.DB) #FOS: Computer and information sciences #Video Surveillance and Tracking Methods
  31. RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems
    2025/03/06 by Y. Zhang, Ouyang, Biao, Zhang, Yingying +14 · 4 citations
    Computer Science · #Advanced Database Systems and Queries #Cloud Computing and Resource Management #Cloud Data Security Solutions #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  32. Maximizing the Influence of Bichromatic Reverse k Nearest Neighbors in Geo-Social Networks
    2022/04/21 by Pengfei Jin, Jin, Pengfei, Lu Chen +9 · 1 citation
    Social Sciences · Computer Science · #Digital Marketing and Social Media #Human Mobility and Location-Based Analysis #Recommender Systems and Techniques
  33. Trajectory Similarity Measurement: An Efficiency Perspective
    2023/11/02 by Chang, Yanchuan, Tanin, Egemen, Cong, Gao +2 · 1 citation
    #Databases (cs.DB) #FOS: Computer and information sciences
  34. Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version
    2022/03/30 by Yang, Sean Bin, Chenjuan Guo, Jilin Hu +8 · 1 citation
    Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Transportation Planning and Optimization
  35. Efficient Cost Modeling of Space-filling Curves
    2023/12/26 by Guanli Liu, Liu, Guanli, Lars Kulik +7 · 1 citation
    Computer Science · #Data Management and Algorithms #Advanced Image and Video Retrieval Techniques #Caching and Content Delivery
  36. Gaussian Process Latent Variable Modeling for Few-shot Time Series Forecasting
    2022/12/20 by Yunyao Cheng, Chenjuan Guo, Cheng, Yunyao +15 · 1 citation
    Computer Science · #Advanced Text Analysis Techniques #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
  37. AutoHFormer: Efficient Hierarchical Autoregressive Transformer for Time Series Prediction
    2025/06/19 by Zhang, Qianru, Wen, Honggang, Li, Ming +4 · 3 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Time Series Analysis and Forecasting #Traffic Prediction and Management Techniques
  38. UVTM: Universal Vehicle Trajectory Modeling with ST Feature Domain Generation
    2024/02/11 by Lin, Yan, Hu, Jilin, Guo, Shengnan +4 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)